pexels_network

Introduction to APIs for Fetching Data

Contents

• APIs
• REST
• APIs and SDKs
• Python Requests
• Security
• Secure Security
• Rates and Limits
• OAuth
• GraphQL

APIs

What are they?

• Application Programming Interface
  • SOAP
  • REST
  • GraphQL
  • RPC
• API (wikipedia)

  In computing, an application programming interface (API) is an interface that defines interactions between multiple software applications or mixed hardware-software intermediaries.

comaping_api_architectures

REST

• GET, PUT, POST, DELETE

• http methods: https://www.w3schools.com/tags/ref_httpmethods.asp
• http codes: https://www.w3schools.com/tags/ref_httpmessages.asp

Message	Description
200 OK	The request is OK (this is the standard response for successful HTTP requests)
201 Created	Created The request has been fulfilled, and a new resource is created
400 Bad Request	The request cannot be fulfilled due to bad syntax
401 Unauthorized	The request was a legal request, but the server is refusing to respond to it. For use when authentication is possible but has failed or not yet been provided
403 Forbidden	The request was a legal request, but the server is refusing to respond to it
404 Not Found	The requested page could not be found but may be available again in the future

Why do we need them?

• Data

chubby_character_program

patch_camelyon_competition
tensorflow_datasets

APIs and SDKs

• IBM Cloud: API vs SDK (youtube)

group_programming

SDKs

• Software Development Kit
• Some cloud SDKs
  • AWS: https://github.com/boto/boto3
  • GCP: https://github.com/googleapis/google-cloud-python
  • Azure: https://github.com/Azure/azure-sdk-for-python

dougu_nomi
kougu_bako

Google Cloud Platform (GCP) - Vision API

• http: https://cloud.google.com/vision/docs/request
• libraries: https://cloud.google.com/vision/docs/libraries

HTTP

POST Request

{
  "requests":[
    {
      "image":{
        "source":{
          "imageUri":
            "gs://bucket_name/path_to_image_object"
        }
      },
      "features":[
        {
          "type":"LABEL_DETECTION",
          "maxResults":5
        }
      ]
    }
  ]
}

Response

{
  "responses": [
    {
      "labelAnnotations": [
        {
          "mid": "/m/0bt9lr",
          "description": "dog",
          "score": 0.97346616
        },
        {
          "mid": "/m/09686",
          "description": "vertebrate",
          "score": 0.85700572
        },
        {
          "mid": "/m/01pm38",
          "description": "clumber spaniel",
          "score": 0.84881884
        },
        {
          "mid": "/m/04rky",
          "description": "mammal",
          "score": 0.847575
        },
        {
          "mid": "/m/02wbgd",
          "description": "english cocker spaniel",
          "score": 0.75829375
        }
      ]
    }
  ]
}

Python

import io
import os

# Imports the Google Cloud client library
from google.cloud import vision

# Instantiates a client
client = vision.ImageAnnotatorClient()

# The name of the image file to annotate
file_name = os.path.abspath('resources/dog_dog.jpg')

# Loads the image into memory
with io.open(file_name, 'rb') as image_file:
    content = image_file.read()

image = vision.Image(content=content)

# Performs label detection on the image file
response = client.label_detection(image=image)
labels = response.label_annotations

print('Labels:')
for label in labels:
    print(label.description)

How can we do this?

kangaeruhito

Python - requests

• rquests: https://docs.python-requests.org/en/master/

>>> r = requests.get('https://api.github.com/user', auth=('user', 'pass'))
>>> r.status_code
200
>>> r.headers['content-type']
'application/json; charset=utf8'
>>> r.encoding
'utf-8'
>>> r.text
'{"type":"User"...'
>>> r.json()
{'private_gists': 419, 'total_private_repos': 77, ...}

Command Line - curl

• curl: https://curl.se/docs/httpscripting.html

# username @ computername in ~/some_dir [20:57:34] 
$ curl https://api.pro.coinbase.com/products/DOGE-USD/stats/
{"open":"0.3759","high":"0.3778","low":"0.3148","volume":"244363635.6","last":"0.3256","volume_30day":"1382052813.4"}

import yaml
import os, time, io
import requests
import json
import pandas as pd
import base64
import plotly.express as px

credentials_file = '../../credentials.yaml'
with open(credentials_file, 'r') as f:
    credentials = yaml.load(f, Loader=yaml.Loader)

Coinbase Pro

• getting started: https://docs.pro.coinbase.com/#introduction
• GET request for products: https://api.pro.coinbase.com/products/
• docs for products https://docs.pro.coinbase.com/#get-products
• docs for 24 hour stats: https://docs.pro.coinbase.com/#get-24hr-stats

base_url = 'https://api.pro.coinbase.com/'
get_request = 'products/'
request_url = base_url + get_request
response = requests.get(request_url)
print(request_url)
print(response)

https://api.pro.coinbase.com/products/
<Response [200]>

json.loads(response.content)

[{'id': 'ZRX-USD',
  'base_currency': 'ZRX',
  'quote_currency': 'USD',
  'base_min_size': '1',
  'base_max_size': '600000',
  'quote_increment': '0.000001',
  'base_increment': '0.00001',
  'display_name': 'ZRX/USD',
  'min_market_funds': '10',
  'max_market_funds': '100000',
  'margin_enabled': False,
  'post_only': False,
  'limit_only': False,
  'cancel_only': False,
  'trading_disabled': False,
  'status': 'online',
  'status_message': ''},
 {'id': 'ANKR-GBP',
  'base_currency': 'ANKR',
  'quote_currency': 'GBP',
  'base_min_size': '10',
  'base_max_size': '4000000',
  'quote_increment': '0.00001',
  'base_increment': '1',
  'display_name': 'ANKR/GBP',
  'min_market_funds': '5',
  'max_market_funds': '100000',
  'margin_enabled': False,
  'post_only': False,
  'limit_only': False,
  'cancel_only': False,
  'trading_disabled': False,
  'status': 'online',
  'status_message': ''},
 {'id': 'ETH-EUR',
  'base_currency': 'ETH',
  'quote_currency': 'EUR',
  'base_min_size': '0.001',
  'base_max_size': '1600',
  'quote_increment': '0.01',
  'base_increment': '0.00000001',
  'display_name': 'ETH/EUR',
  'min_market_funds': '10',
  'max_market_funds': '400000',
  'margin_enabled': False,
  'post_only': False,
  'limit_only': False,
  'cancel_only': False,
  'trading_disabled': False,
  'status': 'online',
  'status_message': ''},
 {'id': 'EOS-USD',
  'base_currency': 'EOS',
  'quote_currency': 'USD',
  'base_min_size': '0.1',
  'base_max_size': '50000',
  'quote_increment': '0.001',
  'base_increment': '0.1',
  'display_name': 'EOS/USD',
  'min_market_funds': '10',
  'max_market_funds': '100000',
  'margin_enabled': False,
  'post_only': False,
  'limit_only': False,
  'cancel_only': False,
  'trading_disabled': False,
  'status': 'online',
  'status_message': ''},
 {'id': 'BTC-EUR',
  'base_currency': 'BTC',
  'quote_currency': 'EUR',
  'base_min_size': '0.0001',
  'base_max_size': '200',
  'quote_increment': '0.01',
  'base_increment': '0.00000001',
  'display_name': 'BTC/EUR',
  'min_market_funds': '10',
  'max_market_funds': '600000',
  'margin_enabled': False,
  'post_only': False,
  'limit_only': False,
  'cancel_only': False,
  'trading_disabled': False,
  'status': 'online',
  'status_message': ''},
 {'id': 'ICP-USDT',
  'base_currency': 'ICP',
  'quote_currency': 'USDT',
  'base_min_size': '0.001',
  'base_max_size': '1300',
  'quote_increment': '0.001',
  'base_increment': '0.0001',
  'display_name': 'ICP/USDT',
  'min_market_funds': '5',
  'max_market_funds': '100000',
  'margin_enabled': False,
  'post_only': False,
  'limit_only': False,
  'cancel_only': False,
  'trading_disabled': False,
  'status': 'online',
  'status_message': ''},
 {'id': 'DNT-USDC',
  'base_currency': 'DNT',
  'quote_currency': 'USDC',
  'base_min_size': '1',
  'base_max_size': '10000000',
  'quote_increment': '0.000001',
  'base_increment': '1',
  'display_name': 'DNT/USDC',
  'min_market_funds': '0.1',
  'max_market_funds': '100000',
  'margin_enabled': False,
  'post_only': False,
  'limit_only': False,
  'cancel_only': False,
  'trading_disabled': False,
  'status': 'online',
  'status_message': ''},
 {'id': 'ATOM-BTC',
  'base_currency': 'ATOM',
  'quote_currency': 'BTC',
  'base_min_size': '0.1',
  'base_max_size': '25000',
  'quote_increment': '0.000001',
  'base_increment': '0.1',
  'display_name': 'ATOM/BTC',
  'min_market_funds': '0.001',
  'max_market_funds': '30',
  'margin_enabled': False,
  'post_only': False,
  'limit_only': False,
  'cancel_only': False,
  'trading_disabled': False,
  'status': 'online',
  'status_message': ''},
 {'id': 'FIL-BTC',
  'base_currency': 'FIL',
  'quote_currency': 'BTC',
  'base_min_size': '0.01',
  'base_max_size': '3400',
  'quote_increment': '0.00000001',
  'base_increment': '0.001',
  'display_name': 'FIL/BTC',
  'min_market_funds': '0.0001',
  'max_market_funds': '6',
  'margin_enabled': False,
  'post_only': False,
  'limit_only': False,
  'cancel_only': False,
  'trading_disabled': False,
  'status': 'online',
  'status_message': ''},
 {'id': 'MKR-BTC',
  'base_currency': 'MKR',
  'quote_currency': 'BTC',
  'base_min_size': '0.001',
  'base_max_size': '240',
  'quote_increment': '0.00001',
  'base_increment': '0.000001',
  'display_name': 'MKR/BTC',
  'min_market_funds': '0.0001',
  'max_market_funds': '11',
  'margin_enabled': False,
  'post_only': False,
  'limit_only': False,
  'cancel_only': False,
  'trading_disabled': False,
  'status': 'online',
  'status_message': ''},
 {'id': 'ETH-BTC',
  'base_currency': 'ETH',
  'quote_currency': 'BTC',
  'base_min_size': '0.001',
  'base_max_size': '2400',
  'quote_increment': '0.00001',
  'base_increment': '0.00000001',
  'display_name': 'ETH/BTC',
  'min_market_funds': '0.001',
  'max_market_funds': '80',
  'margin_enabled': False,
  'post_only': False,
  'limit_only': False,
  'cancel_only': False,
  'trading_disabled': False,
  'status': 'online',
  'status_message': ''},
 {'id': 'SNX-USD',
  'base_currency': 'SNX',
  'quote_currency': 'USD',
  'base_min_size': '0.1',
  'base_max_size': '19000',
  'quote_increment': '0.0001',
  'base_increment': '0.001',
  'display_name': 'SNX/USD',
  'min_market_funds': '1.0',
  'max_market_funds': '100000',
  'margin_enabled': False,
  'post_only': False,
  'limit_only': False,
  'cancel_only': False,
  'trading_disabled': False,
  'status': 'online',
  'status_message': ''},
 {'id': 'BCH-BTC',
  'base_currency': 'BCH',
  'quote_currency': 'BTC',
  'base_min_size': '0.01',
  'base_max_size': '400',
  'quote_increment': '0.00001',
  'base_increment': '0.00000001',
  'display_name': 'BCH/BTC',
  'min_market_funds': '0.001',
  'max_market_funds': '60',
  'margin_enabled': False,
  'post_only': False,
  'limit_only': False,
  'cancel_only': False,
  'trading_disabled': False,
  'status': 'online',
  'status_message': ''},
 {'id': 'SKL-GBP',
  'base_currency': 'SKL',
  'quote_currency': 'GBP',
  'base_min_size': '5',
  'base_max_size': '1000000',
  'quote_increment': '0.0001',
  'base_increment': '0.1',
  'display_name': 'SKL/GBP',
  'min_market_funds': '5.0',
  'max_market_funds': '100000',
  'margin_enabled': False,
  'post_only': False,
  'limit_only': False,
  'cancel_only': False,
  'trading_disabled': False,
  'status': 'online',
  'status_message': ''},
 {'id': 'REN-BTC',
  'base_currency': 'REN',
  'quote_currency': 'BTC',
  'base_min_size': '1',
  'base_max_size': '460000',
  'quote_increment': '0.00000001',
  'base_increment': '1',
  'display_name': 'REN/BTC',
  'min_market_funds': '0.0001',
  'max_market_funds': '10',
  'margin_enabled': False,
  'post_only': False,
  'limit_only': False,
  'cancel_only': False,
  'trading_disabled': False,
  'status': 'online',
  'status_message': ''},
 {'id': 'LINK-GBP',
  'base_currency': 'LINK',
  'quote_currency': 'GBP',
  'base_min_size': '0.1',
  'base_max_size': '90000',
  'quote_increment': '0.00001',
  'base_increment': '0.01',
  'display_name': 'LINK/GBP',
  'min_market_funds': '10',
  'max_market_funds': '100000',
  'margin_enabled': False,
  'post_only': False,
  'limit_only': False,
  'cancel_only': False,
  'trading_disabled': False,
  'status': 'online',
  'status_message': ''},
 {'id': 'FORTH-BTC',
  'base_currency': 'FORTH',
  'quote_currency': 'BTC',
  'base_min_size': '0.01',
  'base_max_size': '7200',
  'quote_increment': '0.0000001',
  'base_increment': '0.001',
  'display_name': 'FORTH/BTC',
  'min_market_funds': '0.0001',
  'max_market_funds': '2',
  'margin_enabled': False,
  'post_only': False,
  'limit_only': False,
  'cancel_only': False,
  'trading_disabled': False,
  'status': 'online',
  'status_message': ''},
 {'id': 'LTC-GBP',
  'base_currency': 'LTC',
  'quote_currency': 'GBP',
  'base_min_size': '0.01',
  'base_max_size': '1000',
  'quote_increment': '0.01',
  'base_increment': '0.00000001',
  'display_name': 'LTC/GBP',
  'min_market_funds': '10',
  'max_market_funds': '250000',
  'margin_enabled': False,
  'post_only': False,
  'limit_only': False,
  'cancel_only': False,
  'trading_disabled': False,
  'status': 'online',
  'status_message': ''},
 {'id': 'NMR-USD',
  'base_currency': 'NMR',
  'quote_currency': 'USD',
  'base_min_size': '0.01',
  'base_max_size': '3900',
  'quote_increment': '0.0001',
  'base_increment': '0.001',
  'display_name': 'NMR/USD',
  'min_market_funds': '1.0',
  'max_market_funds': '100000',
  'margin_enabled': False,
  'post_only': False,
  'limit_only': False,
  'cancel_only': False,
  'trading_disabled': False,
  'status': 'online',
  'status_message': ''},
 {'id': 'RLC-USD',
  'base_currency': 'RLC',
  'quote_currency': 'USD',
  'base_min_size': '0.1',
  'base_max_size': '93000',
  'quote_increment': '0.001',
  'base_increment': '0.01',
  'display_name': 'RLC/USD',
  'min_market_funds': '5.0',
  'max_market_funds': '100000',
  'margin_enabled': False,
  'post_only': False,
  'limit_only': False,
  'cancel_only': False,
  'trading_disabled': False,
  'status': 'online',
  'status_message': ''},
 {'id': 'ETH-DAI',
  'base_currency': 'ETH',
  'quote_currency': 'DAI',
  'base_min_size': '0.001',
  'base_max_size': '700',
  'quote_increment': '0.01',
  'base_increment': '0.0001',
  'display_name': 'ETH/DAI',
  'min_market_funds': '10',
  'max_market_funds': '100000',
  'margin_enabled': False,
  'post_only': False,
  'limit_only': False,
  'cancel_only': False,
  'trading_disabled': False,
  'status': 'online',
  'status_message': ''},
 {'id': 'DOGE-USDT',
  'base_currency': 'DOGE',
  'quote_currency': 'USDT',
  'base_min_size': '1',
  'base_max_size': '690000',
  'quote_increment': '0.0001',
  'base_increment': '0.1',
  'display_name': 'DOGE/USDT',
  'min_market_funds': '5.0',
  'max_market_funds': '100000',
  'margin_enabled': False,
  'post_only': False,
  'limit_only': False,
  'cancel_only': False,
  'trading_disabled': False,
  'status': 'online',
  'status_message': ''},
 {'id': 'CTSI-BTC',
  'base_currency': 'CTSI',
  'quote_currency': 'BTC',
  'base_min_size': '1',
  'base_max_size': '360000',
  'quote_increment': '0.0000001',
  'base_increment': '0.1',
  'display_name': 'CTSI/BTC',
  'min_market_funds': '0.0001',
  'max_market_funds': '2.0',
  'margin_enabled': False,
  'post_only': False,
  'limit_only': False,
  'cancel_only': False,
  'trading_disabled': False,
  'status': 'online',
  'status_message': ''},
 {'id': 'XLM-USD',
  'base_currency': 'XLM',
  'quote_currency': 'USD',
  'base_min_size': '1',
  'base_max_size': '600000',
  'quote_increment': '0.000001',
  'base_increment': '1',
  'display_name': 'XLM/USD',
  'min_market_funds': '0.1',
  'max_market_funds': '100000',
  'margin_enabled': False,
  'post_only': False,
  'limit_only': False,
  'cancel_only': False,
  'trading_disabled': False,
  'status': 'online',
  'status_message': ''},
 {'id': 'BAT-BTC',
  'base_currency': 'BAT',
  'quote_currency': 'BTC',
  'base_min_size': '0.1',
  'base_max_size': '170000',
  'quote_increment': '0.0000001',
  'base_increment': '0.01',
  'display_name': 'BAT/BTC',
  'min_market_funds': '0.0001',
  'max_market_funds': '2.0',
  'margin_enabled': False,
  'post_only': False,
  'limit_only': False,
  'cancel_only': False,
  'trading_disabled': False,
  'status': 'online',
  'status_message': ''},
 {'id': 'ADA-ETH',
  'base_currency': 'ADA',
  'quote_currency': 'ETH',
  'base_min_size': '0.1',
  'base_max_size': '170000',
  'quote_increment': '0.000001',
  'base_increment': '0.01',
  'display_name': 'ADA/ETH',
  'min_market_funds': '0.002',
  'max_market_funds': '100',
  'margin_enabled': False,
  'post_only': False,
  'limit_only': False,
  'cancel_only': False,
  'trading_disabled': False,
  'status': 'online',
  'status_message': ''},
 {'id': 'FORTH-USD',
  'base_currency': 'FORTH',
  'quote_currency': 'USD',
  'base_min_size': '0.01',
  'base_max_size': '7200',
  'quote_increment': '0.001',
  'base_increment': '0.001',
  'display_name': 'FORTH/USD',
  'min_market_funds': '5.0',
  'max_market_funds': '100000',
  'margin_enabled': False,
  'post_only': False,
  'limit_only': False,
  'cancel_only': False,
  'trading_disabled': False,
  'status': 'online',
  'status_message': ''},
 {'id': 'MIR-EUR',
  'base_currency': 'MIR',
  'quote_currency': 'EUR',
  'base_min_size': '0.1',
  'base_max_size': '27000',
  'quote_increment': '0.001',
  'base_increment': '0.01',
  'display_name': 'MIR/EUR',
  'min_market_funds': '5.0',
  'max_market_funds': '100000',
  'margin_enabled': False,
  'post_only': False,
  'limit_only': False,
  'cancel_only': False,
  'trading_disabled': False,
  'status': 'online',
  'status_message': ''},
 {'id': 'CTSI-USD',
  'base_currency': 'CTSI',
  'quote_currency': 'USD',
  'base_min_size': '1',
  'base_max_size': '360000',
  'quote_increment': '0.0001',
  'base_increment': '0.1',
  'display_name': 'CTSI/USD',
  'min_market_funds': '5.0',
  'max_market_funds': '100000',
  'margin_enabled': False,
  'post_only': False,
  'limit_only': False,
  'cancel_only': False,
  'trading_disabled': False,
  'status': 'online',
  'status_message': ''},
 {'id': 'ZEC-USDC',
  'base_currency': 'ZEC',
  'quote_currency': 'USDC',
  'base_min_size': '0.01',
  'base_max_size': '5000',
  'quote_increment': '0.01',
  'base_increment': '0.00000001',
  'display_name': 'ZEC/USDC',
  'min_market_funds': '10',
  'max_market_funds': '250000',
  'margin_enabled': False,
  'post_only': False,
  'limit_only': False,
  'cancel_only': False,
  'trading_disabled': False,
  'status': 'online',
  'status_message': ''},
 {'id': 'NKN-USD',
  'base_currency': 'NKN',
  'quote_currency': 'USD',
  'base_min_size': '1',
  'base_max_size': '1400000',
  'quote_increment': '0.0001',
  'base_increment': '0.1',
  'display_name': 'NKN/USD',
  'min_market_funds': '5',
  'max_market_funds': '100000',
  'margin_enabled': False,
  'post_only': False,
  'limit_only': False,
  'cancel_only': False,
  'trading_disabled': False,
  'status': 'online',
  'status_message': ''},
 {'id': 'MANA-ETH',
  'base_currency': 'MANA',
  'quote_currency': 'ETH',
  'base_min_size': '0.1',
  'base_max_size': '220000',
  'quote_increment': '0.000001',
  'base_increment': '0.01',
  'display_name': 'MANA/ETH',
  'min_market_funds': '0.002',
  'max_market_funds': '100',
  'margin_enabled': False,
  'post_only': False,
  'limit_only': False,
  'cancel_only': False,
  'trading_disabled': False,
  'status': 'online',
  'status_message': ''},
 {'id': '1INCH-BTC',
  'base_currency': '1INCH',
  'quote_currency': 'BTC',
  'base_min_size': '0.1',
  'base_max_size': '59000',
  'quote_increment': '0.0000001',
  'base_increment': '0.01',
  'display_name': '1INCH/BTC',
  'min_market_funds': '0.0001',
  'max_market_funds': '2',
  'margin_enabled': False,
  'post_only': False,
  'limit_only': False,
  'cancel_only': False,
  'trading_disabled': False,
  'status': 'online',
  'status_message': ''},
 {'id': 'OGN-USD',
  'base_currency': 'OGN',
  'quote_currency': 'USD',
  'base_min_size': '0.1',
  'base_max_size': '130000',
  'quote_increment': '0.001',
  'base_increment': '0.01',
  'display_name': 'OGN/USD',
  'min_market_funds': '5',
  'max_market_funds': '100000',
  'margin_enabled': False,
  'post_only': False,
  'limit_only': False,
  'cancel_only': False,
  'trading_disabled': False,
  'status': 'online',
  'status_message': ''},
 {'id': 'GRT-GBP',
  'base_currency': 'GRT',
  'quote_currency': 'GBP',
  'base_min_size': '10',
  'base_max_size': '2500000',
  'quote_increment': '0.0001',
  'base_increment': '0.01',
  'display_name': 'GRT/GBP',
  'min_market_funds': '10.0',
  'max_market_funds': '82000',
  'margin_enabled': False,
  'post_only': False,
  'limit_only': False,
  'cancel_only': False,
  'trading_disabled': False,
  'status': 'online',
  'status_message': ''},
 {'id': 'FORTH-GBP',
  'base_currency': 'FORTH',
  'quote_currency': 'GBP',
  'base_min_size': '0.01',
  'base_max_size': '7200',
  'quote_increment': '0.001',
  'base_increment': '0.001',
  'display_name': 'FORTH/GBP',
  'min_market_funds': '5.0',
  'max_market_funds': '100000',
  'margin_enabled': False,
  'post_only': False,
  'limit_only': False,
  'cancel_only': False,
  'trading_disabled': False,
  'status': 'online',
  'status_message': ''},
 {'id': 'OMG-USD',
  'base_currency': 'OMG',
  'quote_currency': 'USD',
  'base_min_size': '1',
  'base_max_size': '500000',
  'quote_increment': '0.0001',
  'base_increment': '0.1',
  'display_name': 'OMG/USD',
  'min_market_funds': '1',
  'max_market_funds': '100000',
  'margin_enabled': False,
  'post_only': False,
  'limit_only': False,
  'cancel_only': False,
  'trading_disabled': False,
  'status': 'online',
  'status_message': ''},
 {'id': 'GRT-USD',
  'base_currency': 'GRT',
  'quote_currency': 'USD',
  'base_min_size': '10',
  'base_max_size': '2500000',
  'quote_increment': '0.0001',
  'base_increment': '0.01',
  'display_name': 'GRT/USD',
  'min_market_funds': '10.0',
  'max_market_funds': '2500000',
  'margin_enabled': False,
  'post_only': False,
  'limit_only': False,
  'cancel_only': False,
  'trading_disabled': False,
  'status': 'online',
  'status_message': ''},
 {'id': 'COMP-USD',
  'base_currency': 'COMP',
  'quote_currency': 'USD',
  'base_min_size': '0.01',
  'base_max_size': '1700',
  'quote_increment': '0.01',
  'base_increment': '0.001',
  'display_name': 'COMP/USD',
  'min_market_funds': '1.0',
  'max_market_funds': '100000',
  'margin_enabled': False,
  'post_only': False,
  'limit_only': False,
  'cancel_only': False,
  'trading_disabled': False,
  'status': 'online',
  'status_message': ''},
 {'id': 'SKL-USD',
  'base_currency': 'SKL',
  'quote_currency': 'USD',
  'base_min_size': '5',
  'base_max_size': '1000000',
  'quote_increment': '0.0001',
  'base_increment': '0.1',
  'display_name': 'SKL/USD',
  'min_market_funds': '5.0',
  'max_market_funds': '100000',
  'margin_enabled': False,
  'post_only': False,
  'limit_only': False,
  'cancel_only': False,
  'trading_disabled': False,
  'status': 'online',
  'status_message': ''},
 {'id': 'XTZ-USD',
  'base_currency': 'XTZ',
  'quote_currency': 'USD',
  'base_min_size': '1',
  'base_max_size': '100000',
  'quote_increment': '0.0001',
  'base_increment': '0.01',
  'display_name': 'XTZ/USD',
  'min_market_funds': '10',
  'max_market_funds': '100000',
  'margin_enabled': False,
  'post_only': False,
  'limit_only': False,
  'cancel_only': False,
  'trading_disabled': False,
  'status': 'online',
  'status_message': ''},
 {'id': 'NU-GBP',
  'base_currency': 'NU',
  'quote_currency': 'GBP',
  'base_min_size': '10',
  'base_max_size': '1300000',
  'quote_increment': '0.0001',
  'base_increment': '0.000001',
  'display_name': 'NU/GBP',
  'min_market_funds': '1.0',
  'max_market_funds': '75000',
  'margin_enabled': False,
  'post_only': False,
  'limit_only': False,
  'cancel_only': False,
  'trading_disabled': False,
  'status': 'online',
  'status_message': ''},
 {'id': 'USDC-EUR',
  'base_currency': 'USDC',
  'quote_currency': 'EUR',
  'base_min_size': '1',
  'base_max_size': '250000',
  'quote_increment': '0.001',
  'base_increment': '0.01',
  'display_name': 'USDC/EUR',
  'min_market_funds': '5.0',
  'max_market_funds': '100000',
  'margin_enabled': False,
  'post_only': False,
  'limit_only': True,
  'cancel_only': False,
  'trading_disabled': False,
  'status': 'online',
  'status_message': ''},
 {'id': 'CGLD-BTC',
  'base_currency': 'CGLD',
  'quote_currency': 'BTC',
  'base_min_size': '0.1',
  'base_max_size': '34000',
  'quote_increment': '0.00000001',
  'base_increment': '0.01',
  'display_name': 'CGLD/BTC',
  'min_market_funds': '0.0001',
  'max_market_funds': '10',
  'margin_enabled': False,
  'post_only': False,
  'limit_only': False,
  'cancel_only': False,
  'trading_disabled': False,
  'status': 'online',
  'status_message': ''},
 {'id': 'LTC-USD',
  'base_currency': 'LTC',
  'quote_currency': 'USD',
  'base_min_size': '0.01',
  'base_max_size': '4000',
  'quote_increment': '0.01',
  'base_increment': '0.00000001',
  'display_name': 'LTC/USD',
  'min_market_funds': '10',
  'max_market_funds': '250000',
  'margin_enabled': False,
  'post_only': False,
  'limit_only': False,
  'cancel_only': False,
  'trading_disabled': False,
  'status': 'online',
  'status_message': ''},
 {'id': 'LRC-BTC',
  'base_currency': 'LRC',
  'quote_currency': 'BTC',
  'base_min_size': '1',
  'base_max_size': '440000',
  'quote_increment': '0.00000001',
  'base_increment': '1',
  'display_name': 'LRC/BTC',
  'min_market_funds': '0.0001',
  'max_market_funds': '6.0',
  'margin_enabled': False,
  'post_only': False,
  'limit_only': False,
  'cancel_only': False,
  'trading_disabled': False,
  'status': 'online',
  'status_message': ''},
 {'id': 'STORJ-BTC',
  'base_currency': 'STORJ',
  'quote_currency': 'BTC',
  'base_min_size': '1',
  'base_max_size': '280000',
  'quote_increment': '0.00000001',
  'base_increment': '0.01',
  'display_name': 'STORJ/BTC',
  'min_market_funds': '0.0001',
  'max_market_funds': '2',
  'margin_enabled': False,
  'post_only': False,
  'limit_only': False,
  'cancel_only': False,
  'trading_disabled': False,
  'status': 'online',
  'status_message': ''},
 {'id': '1INCH-EUR',
  'base_currency': '1INCH',
  'quote_currency': 'EUR',
  'base_min_size': '0.1',
  'base_max_size': '59000',
  'quote_increment': '0.001',
  'base_increment': '0.01',
  'display_name': '1INCH/EUR',
  'min_market_funds': '5',
  'max_market_funds': '100000',
  'margin_enabled': False,
  'post_only': False,
  'limit_only': False,
  'cancel_only': False,
  'trading_disabled': False,
  'status': 'online',
  'status_message': ''},
 {'id': 'ICP-EUR',
  'base_currency': 'ICP',
  'quote_currency': 'EUR',
  'base_min_size': '0.001',
  'base_max_size': '1300',
  'quote_increment': '0.001',
  'base_increment': '0.0001',
  'display_name': 'ICP/EUR',
  'min_market_funds': '5',
  'max_market_funds': '100000',
  'margin_enabled': False,
  'post_only': False,
  'limit_only': False,
  'cancel_only': False,
  'trading_disabled': False,
  'status': 'online',
  'status_message': ''},
 {'id': 'ANKR-EUR',
  'base_currency': 'ANKR',
  'quote_currency': 'EUR',
  'base_min_size': '10',
  'base_max_size': '4000000',
  'quote_increment': '0.00001',
  'base_increment': '1',
  'display_name': 'ANKR/EUR',
  'min_market_funds': '5',
  'max_market_funds': '100000',
  'margin_enabled': False,
  'post_only': False,
  'limit_only': False,
  'cancel_only': False,
  'trading_disabled': False,
  'status': 'online',
  'status_message': ''},
 {'id': 'RLC-BTC',
  'base_currency': 'RLC',
  'quote_currency': 'BTC',
  'base_min_size': '0.1',
  'base_max_size': '93000',
  'quote_increment': '0.0000001',
  'base_increment': '0.01',
  'display_name': 'RLC/BTC',
  'min_market_funds': '0.0001',
  'max_market_funds': '2.0',
  'margin_enabled': False,
  'post_only': False,
  'limit_only': False,
  'cancel_only': False,
  'trading_disabled': False,
  'status': 'online',
  'status_message': ''},
 {'id': 'ETC-BTC',
  'base_currency': 'ETC',
  'quote_currency': 'BTC',
  'base_min_size': '0.1',
  'base_max_size': '5000',
  'quote_increment': '0.000001',
  'base_increment': '0.00000001',
  'display_name': 'ETC/BTC',
  'min_market_funds': '0.001',
  'max_market_funds': '30',
  'margin_enabled': False,
  'post_only': False,
  'limit_only': False,
  'cancel_only': False,
  'trading_disabled': False,
  'status': 'online',
  'status_message': 'Our ETC order books are now in full-trading mode. Limit, market and stop orders are all now available.'},
 {'id': 'ETC-USD',
  'base_currency': 'ETC',
  'quote_currency': 'USD',
  'base_min_size': '0.1',
  'base_max_size': '20000',
  'quote_increment': '0.001',
  'base_increment': '0.00000001',
  'display_name': 'ETC/USD',
  'min_market_funds': '10',
  'max_market_funds': '100000',
  'margin_enabled': False,
  'post_only': False,
  'limit_only': False,
  'cancel_only': False,
  'trading_disabled': False,
  'status': 'online',
  'status_message': 'Our ETC order books are now in full-trading mode. Limit, market and stop orders are all now available.'},
 {'id': 'SKL-BTC',
  'base_currency': 'SKL',
  'quote_currency': 'BTC',
  'base_min_size': '5',
  'base_max_size': '1000000',
  'quote_increment': '0.00000001',
  'base_increment': '0.1',
  'display_name': 'SKL/BTC',
  'min_market_funds': '0.0001',
  'max_market_funds': '2.0',
  'margin_enabled': False,
  'post_only': False,
  'limit_only': False,
  'cancel_only': False,
  'trading_disabled': False,
  'status': 'online',
  'status_message': ''},
 {'id': 'ENJ-USD',
  'base_currency': 'ENJ',
  'quote_currency': 'USD',
  'base_min_size': '0.1',
  'base_max_size': '97000',
  'quote_increment': '0.001',
  'base_increment': '0.01',
  'display_name': 'ENJ/USD',
  'min_market_funds': '5',
  'max_market_funds': '100000',
  'margin_enabled': False,
  'post_only': False,
  'limit_only': False,
  'cancel_only': False,
  'trading_disabled': False,
  'status': 'online',
  'status_message': ''},
 {'id': 'DASH-BTC',
  'base_currency': 'DASH',
  'quote_currency': 'BTC',
  'base_min_size': '0.01',
  'base_max_size': '1500',
  'quote_increment': '0.00000001',
  'base_increment': '0.001',
  'display_name': 'DASH/BTC',
  'min_market_funds': '0.0001',
  'max_market_funds': '10',
  'margin_enabled': False,
  'post_only': False,
  'limit_only': False,
  'cancel_only': False,
  'trading_disabled': False,
  'status': 'online',
  'status_message': ''},
 {'id': 'LTC-BTC',
  'base_currency': 'LTC',
  'quote_currency': 'BTC',
  'base_min_size': '0.01',
  'base_max_size': '8000',
  'quote_increment': '0.000001',
  'base_increment': '0.00000001',
  'display_name': 'LTC/BTC',
  'min_market_funds': '0.001',
  'max_market_funds': '120',
  'margin_enabled': False,
  'post_only': False,
  'limit_only': False,
  'cancel_only': False,
  'trading_disabled': False,
  'status': 'online',
  'status_message': ''},
 {'id': 'COMP-BTC',
  'base_currency': 'COMP',
  'quote_currency': 'BTC',
  'base_min_size': '0.01',
  'base_max_size': '1700',
  'quote_increment': '0.000001',
  'base_increment': '0.001',
  'display_name': 'COMP/BTC',
  'min_market_funds': '0.0001',
  'max_market_funds': '10',
  'margin_enabled': False,
  'post_only': False,
  'limit_only': False,
  'cancel_only': False,
  'trading_disabled': False,
  'status': 'online',
  'status_message': ''},
 {'id': 'BTC-GBP',
  'base_currency': 'BTC',
  'quote_currency': 'GBP',
  'base_min_size': '0.0001',
  'base_max_size': '80',
  'quote_increment': '0.01',
  'base_increment': '0.00000001',
  'display_name': 'BTC/GBP',
  'min_market_funds': '10',
  'max_market_funds': '200000',
  'margin_enabled': False,
  'post_only': False,
  'limit_only': False,
  'cancel_only': False,
  'trading_disabled': False,
  'status': 'online',
  'status_message': ''},
 {'id': 'WBTC-USD',
  'base_currency': 'WBTC',
  'quote_currency': 'USD',
  'base_min_size': '0.0001',
  'base_max_size': '10',
  'quote_increment': '0.01',
  'base_increment': '0.00000001',
  'display_name': 'WBTC/USD',
  'min_market_funds': '1.0',
  'max_market_funds': '100000',
  'margin_enabled': False,
  'post_only': False,
  'limit_only': True,
  'cancel_only': False,
  'trading_disabled': False,
  'status': 'online',
  'status_message': ''},
 {'id': 'MANA-USDC',
  'base_currency': 'MANA',
  'quote_currency': 'USDC',
  'base_min_size': '1',
  'base_max_size': '2800000',
  'quote_increment': '0.000001',
  'base_increment': '1',
  'display_name': 'MANA/USDC',
  'min_market_funds': '0.1',
  'max_market_funds': '100000',
  'margin_enabled': False,
  'post_only': False,
  'limit_only': False,
  'cancel_only': False,
  'trading_disabled': False,
  'status': 'online',
  'status_message': ''},
 {'id': 'MANA-USD',
  'base_currency': 'MANA',
  'quote_currency': 'USD',
  'base_min_size': '0.1',
  'base_max_size': '220000',
  'quote_increment': '0.001',
  'base_increment': '0.01',
  'display_name': 'MANA/USD',
  'min_market_funds': '5.0',
  'max_market_funds': '100000',
  'margin_enabled': False,
  'post_only': False,
  'limit_only': False,
  'cancel_only': False,
  'trading_disabled': False,
  'status': 'online',
  'status_message': ''},
 {'id': 'MANA-BTC',
  'base_currency': 'MANA',
  'quote_currency': 'BTC',
  'base_min_size': '0.1',
  'base_max_size': '220000',
  'quote_increment': '0.0000001',
  'base_increment': '0.01',
  'display_name': 'MANA/BTC',
  'min_market_funds': '0.0001',
  'max_market_funds': '2',
  'margin_enabled': False,
  'post_only': False,
  'limit_only': False,
  'cancel_only': False,
  'trading_disabled': False,
  'status': 'online',
  'status_message': ''},
 {'id': 'NU-BTC',
  'base_currency': 'NU',
  'quote_currency': 'BTC',
  'base_min_size': '10',
  'base_max_size': '1300000',
  'quote_increment': '0.00000001',
  'base_increment': '1',
  'display_name': 'NU/BTC',
  'min_market_funds': '0.0001',
  'max_market_funds': '6',
  'margin_enabled': False,
  'post_only': False,
  'limit_only': False,
  'cancel_only': False,
  'trading_disabled': False,
  'status': 'online',
  'status_message': ''},
 {'id': 'ALGO-BTC',
  'base_currency': 'ALGO',
  'quote_currency': 'BTC',
  'base_min_size': '1',
  'base_max_size': '260000',
  'quote_increment': '0.00000001',
  'base_increment': '1',
  'display_name': 'ALGO/BTC',
  'min_market_funds': '0.0001',
  'max_market_funds': '6.0',
  'margin_enabled': False,
  'post_only': False,
  'limit_only': False,
  'cancel_only': False,
  'trading_disabled': False,
  'status': 'online',
  'status_message': ''},
 {'id': 'SUSHI-ETH',
  'base_currency': 'SUSHI',
  'quote_currency': 'ETH',
  'base_min_size': '0.1',
  'base_max_size': '12500',
  'quote_increment': '0.000001',
  'base_increment': '0.01',
  'display_name': 'SUSHI/ETH',
  'min_market_funds': '0.002',
  'max_market_funds': '50',
  'margin_enabled': False,
  'post_only': False,
  'limit_only': False,
  'cancel_only': False,
  'trading_disabled': False,
  'status': 'online',
  'status_message': ''},
 {'id': 'GNT-USDC',
  'base_currency': 'GNT',
  'quote_currency': 'USDC',
  'base_min_size': '1',
  'base_max_size': '1500000',
  'quote_increment': '0.000001',
  'base_increment': '1',
  'display_name': 'GNT/USDC',
  'min_market_funds': '0.01',
  'max_market_funds': '100000',
  'margin_enabled': False,
  'post_only': False,
  'limit_only': False,
  'cancel_only': False,
  'trading_disabled': False,
  'status': 'online',
  'status_message': ''},
 {'id': 'ETC-EUR',
  'base_currency': 'ETC',
  'quote_currency': 'EUR',
  'base_min_size': '0.1',
  'base_max_size': '20000',
  'quote_increment': '0.001',
  'base_increment': '0.00000001',
  'display_name': 'ETC/EUR',
  'min_market_funds': '10',
  'max_market_funds': '100000',
  'margin_enabled': False,
  'post_only': False,
  'limit_only': False,
  'cancel_only': False,
  'trading_disabled': False,
  'status': 'online',
  'status_message': 'Our ETC order books are now in full-trading mode. Limit, market and stop orders are all now available.'},
 {'id': 'BAND-BTC',
  'base_currency': 'BAND',
  'quote_currency': 'BTC',
  'base_min_size': '0.1',
  'base_max_size': '18000',
  'quote_increment': '0.00000001',
  'base_increment': '0.01',
  'display_name': 'BAND/BTC',
  'min_market_funds': '0.0001',
  'max_market_funds': '10',
  'margin_enabled': False,
  'post_only': False,
  'limit_only': False,
  'cancel_only': False,
  'trading_disabled': False,
  'status': 'online',
  'status_message': ''},
 {'id': 'LINK-EUR',
  'base_currency': 'LINK',
  'quote_currency': 'EUR',
  'base_min_size': '0.1',
  'base_max_size': '90000',
  'quote_increment': '0.00001',
  'base_increment': '0.01',
  'display_name': 'LINK/EUR',
  'min_market_funds': '10',
  'max_market_funds': '100000',
  'margin_enabled': False,
  'post_only': False,
  'limit_only': False,
  'cancel_only': False,
  'trading_disabled': False,
  'status': 'online',
  'status_message': ''},
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 {'id': 'NMR-BTC',
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  'post_only': False,
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  'cancel_only': False,
  'trading_disabled': False,
  'status': 'online',
  'status_message': ''},
 {'id': 'ZRX-EUR',
  'base_currency': 'ZRX',
  'quote_currency': 'EUR',
  'base_min_size': '1',
  'base_max_size': '600000',
  'quote_increment': '0.000001',
  'base_increment': '0.00001',
  'display_name': 'ZRX/EUR',
  'min_market_funds': '10',
  'max_market_funds': '100000',
  'margin_enabled': False,
  'post_only': False,
  'limit_only': False,
  'cancel_only': False,
  'trading_disabled': False,
  'status': 'online',
  'status_message': ''},
 {'id': 'MATIC-EUR',
  'base_currency': 'MATIC',
  'quote_currency': 'EUR',
  'base_min_size': '5',
  'base_max_size': '1000000',
  'quote_increment': '0.0001',
  'base_increment': '0.1',
  'display_name': 'MATIC/EUR',
  'min_market_funds': '5.0',
  'max_market_funds': '100000',
  'margin_enabled': False,
  'post_only': False,
  'limit_only': False,
  'cancel_only': False,
  'trading_disabled': False,
  'status': 'online',
  'status_message': ''},
 {'id': 'CRV-BTC',
  'base_currency': 'CRV',
  'quote_currency': 'BTC',
  'base_min_size': '0.5',
  'base_max_size': '100000',
  'quote_increment': '0.0000001',
  'base_increment': '0.01',
  'display_name': 'CRV/BTC',
  'min_market_funds': '0.0001',
  'max_market_funds': '2',
  'margin_enabled': False,
  'post_only': False,
  'limit_only': False,
  'cancel_only': False,
  'trading_disabled': False,
  'status': 'online',
  'status_message': ''},
 {'id': 'CRV-GBP',
  'base_currency': 'CRV',
  'quote_currency': 'GBP',
  'base_min_size': '0.5',
  'base_max_size': '100000',
  'quote_increment': '0.0001',
  'base_increment': '0.01',
  'display_name': 'CRV/GBP',
  'min_market_funds': '5',
  'max_market_funds': '100000',
  'margin_enabled': False,
  'post_only': False,
  'limit_only': False,
  'cancel_only': False,
  'trading_disabled': False,
  'status': 'online',
  'status_message': ''},
 {'id': 'AAVE-USD',
  'base_currency': 'AAVE',
  'quote_currency': 'USD',
  'base_min_size': '0.01',
  'base_max_size': '1200',
  'quote_increment': '0.001',
  'base_increment': '0.001',
  'display_name': 'AAVE/USD',
  'min_market_funds': '1.0',
  'max_market_funds': '500000',
  'margin_enabled': False,
  'post_only': False,
  'limit_only': False,
  'cancel_only': False,
  'trading_disabled': False,
  'status': 'online',
  'status_message': ''},
 {'id': 'KNC-USD',
  'base_currency': 'KNC',
  'quote_currency': 'USD',
  'base_min_size': '1',
  'base_max_size': '500000',
  'quote_increment': '0.0001',
  'base_increment': '0.1',
  'display_name': 'KNC/USD',
  'min_market_funds': '1',
  'max_market_funds': '100000',
  'margin_enabled': False,
  'post_only': False,
  'limit_only': False,
  'cancel_only': False,
  'trading_disabled': False,
  'status': 'online',
  'status_message': ''},
 {'id': 'SNX-BTC',
  'base_currency': 'SNX',
  'quote_currency': 'BTC',
  'base_min_size': '0.1',
  'base_max_size': '19000',
  'quote_increment': '0.00000001',
  'base_increment': '0.01',
  'display_name': 'SNX/BTC',
  'min_market_funds': '0.0001',
  'max_market_funds': '5.1',
  'margin_enabled': False,
  'post_only': False,
  'limit_only': False,
  'cancel_only': False,
  'trading_disabled': False,
  'status': 'online',
  'status_message': ''},
 {'id': 'OMG-BTC',
  'base_currency': 'OMG',
  'quote_currency': 'BTC',
  'base_min_size': '1',
  'base_max_size': '150000',
  'quote_increment': '0.00000001',
  'base_increment': '0.1',
  'display_name': 'OMG/BTC',
  'min_market_funds': '0.001',
  'max_market_funds': '500',
  'margin_enabled': False,
  'post_only': False,
  'limit_only': False,
  'cancel_only': False,
  'trading_disabled': False,
  'status': 'online',
  'status_message': ''},
 {'id': 'OXT-USD',
  'base_currency': 'OXT',
  'quote_currency': 'USD',
  'base_min_size': '1',
  'base_max_size': '500000',
  'quote_increment': '0.0001',
  'base_increment': '1',
  'display_name': 'OXT/USD',
  'min_market_funds': '1',
  'max_market_funds': '100000',
  'margin_enabled': False,
  'post_only': False,
  'limit_only': False,
  'cancel_only': False,
  'trading_disabled': False,
  'status': 'online',
  'status_message': ''},
 {'id': 'FIL-GBP',
  'base_currency': 'FIL',
  'quote_currency': 'GBP',
  'base_min_size': '0.01',
  'base_max_size': '3400',
  'quote_increment': '0.0001',
  'base_increment': '0.001',
  'display_name': 'FIL/GBP',
  'min_market_funds': '1.0',
  'max_market_funds': '75000',
  'margin_enabled': False,
  'post_only': False,
  'limit_only': False,
  'cancel_only': False,
  'trading_disabled': False,
  'status': 'online',
  'status_message': ''},
 {'id': 'FIL-USD',
  'base_currency': 'FIL',
  'quote_currency': 'USD',
  'base_min_size': '0.01',
  'base_max_size': '3400',
  'quote_increment': '0.0001',
  'base_increment': '0.001',
  'display_name': 'FIL/USD',
  'min_market_funds': '1.0',
  'max_market_funds': '100000',
  'margin_enabled': False,
  'post_only': False,
  'limit_only': False,
  'cancel_only': False,
  'trading_disabled': False,
  'status': 'online',
  'status_message': ''},
 {'id': 'XTZ-EUR',
  'base_currency': 'XTZ',
  'quote_currency': 'EUR',
  'base_min_size': '1',
  'base_max_size': '100000',
  'quote_increment': '0.00001',
  'base_increment': '0.01',
  'display_name': 'XTZ/EUR',
  'min_market_funds': '10',
  'max_market_funds': '100000',
  'margin_enabled': False,
  'post_only': False,
  'limit_only': False,
  'cancel_only': False,
  'trading_disabled': False,
  'status': 'online',
  'status_message': ''},
 {'id': 'ALGO-GBP',
  'base_currency': 'ALGO',
  'quote_currency': 'GBP',
  'base_min_size': '1',
  'base_max_size': '500000',
  'quote_increment': '0.0001',
  'base_increment': '1',
  'display_name': 'ALGO/GBP',
  'min_market_funds': '10',
  'max_market_funds': '100000',
  'margin_enabled': False,
  'post_only': False,
  'limit_only': False,
  'cancel_only': False,
  'trading_disabled': False,
  'status': 'online',
  'status_message': ''},
 {'id': 'BAT-USD',
  'base_currency': 'BAT',
  'quote_currency': 'USD',
  'base_min_size': '0.1',
  'base_max_size': '170000',
  'quote_increment': '0.001',
  'base_increment': '0.01',
  'display_name': 'BAT/USD',
  'min_market_funds': '5.0',
  'max_market_funds': '100000',
  'margin_enabled': False,
  'post_only': False,
  'limit_only': False,
  'cancel_only': False,
  'trading_disabled': False,
  'status': 'online',
  'status_message': ''},
 {'id': 'ALGO-EUR',
  'base_currency': 'ALGO',
  'quote_currency': 'EUR',
  'base_min_size': '1',
  'base_max_size': '500000',
  'quote_increment': '0.0001',
  'base_increment': '1',
  'display_name': 'ALGO/EUR',
  'min_market_funds': '10',
  'max_market_funds': '100000',
  'margin_enabled': False,
  'post_only': False,
  'limit_only': False,
  'cancel_only': False,
  'trading_disabled': False,
  'status': 'online',
  'status_message': ''},
 {'id': 'BNT-USD',
  'base_currency': 'BNT',
  'quote_currency': 'USD',
  'base_min_size': '1',
  'base_max_size': '95000',
  'quote_increment': '0.0001',
  'base_increment': '0.000001',
  'display_name': 'BNT/USD',
  'min_market_funds': '1.0',
  'max_market_funds': '100000',
  'margin_enabled': False,
  'post_only': False,
  'limit_only': False,
  'cancel_only': False,
  'trading_disabled': False,
  'status': 'online',
  'status_message': ''},
 {'id': 'KNC-BTC',
  'base_currency': 'KNC',
  'quote_currency': 'BTC',
  'base_min_size': '1',
  'base_max_size': '600000',
  'quote_increment': '0.00000001',
  'base_increment': '0.1',
  'display_name': 'KNC/BTC',
  'min_market_funds': '0.001',
  'max_market_funds': '30',
  'margin_enabled': False,
  'post_only': False,
  'limit_only': False,
  'cancel_only': False,
  'trading_disabled': False,
  'status': 'online',
  'status_message': ''},
 {'id': 'ADA-BTC',
  'base_currency': 'ADA',
  'quote_currency': 'BTC',
  'base_min_size': '1',
  'base_max_size': '250000',
  'quote_increment': '0.00000001',
  'base_increment': '0.01',
  'display_name': 'ADA/BTC',
  'min_market_funds': '0.0001',
  'max_market_funds': '2',
  'margin_enabled': False,
  'post_only': False,
  'limit_only': False,
  'cancel_only': False,
  'trading_disabled': False,
  'status': 'online',
  'status_message': ''},
 {'id': 'NMR-GBP',
  'base_currency': 'NMR',
  'quote_currency': 'GBP',
  'base_min_size': '0.01',
  'base_max_size': '3900',
  'quote_increment': '0.0001',
  'base_increment': '0.001',
  'display_name': 'NMR/GBP',
  'min_market_funds': '1.0',
  'max_market_funds': '100000',
  'margin_enabled': False,
  'post_only': False,
  'limit_only': False,
  'cancel_only': False,
  'trading_disabled': False,
  'status': 'online',
  'status_message': ''},
 {'id': 'DAI-USDC',
  'base_currency': 'DAI',
  'quote_currency': 'USDC',
  'base_min_size': '1',
  'base_max_size': '100000',
  'quote_increment': '0.000001',
  'base_increment': '0.00001',
  'display_name': 'DAI/USDC',
  'min_market_funds': '5',
  'max_market_funds': '100000',
  'margin_enabled': False,
  'post_only': False,
  'limit_only': True,
  'cancel_only': False,
  'trading_disabled': False,
  'status': 'online',
  'status_message': ''},
 {'id': 'OMG-EUR',
  'base_currency': 'OMG',
  'quote_currency': 'EUR',
  'base_min_size': '1',
  'base_max_size': '500000',
  'quote_increment': '0.0001',
  'base_increment': '0.1',
  'display_name': 'OMG/EUR',
  'min_market_funds': '1',
  'max_market_funds': '100000',
  'margin_enabled': False,
  'post_only': False,
  'limit_only': False,
  'cancel_only': False,
  'trading_disabled': False,
  'status': 'online',
  'status_message': ''},
 {'id': 'SUSHI-BTC',
  'base_currency': 'SUSHI',
  'quote_currency': 'BTC',
  'base_min_size': '0.1',
  'base_max_size': '12500',
  'quote_increment': '0.00000001',
  'base_increment': '0.01',
  'display_name': 'SUSHI/BTC',
  'min_market_funds': '0.0001',
  'max_market_funds': '2',
  'margin_enabled': False,
  'post_only': False,
  'limit_only': False,
  'cancel_only': False,
  'trading_disabled': False,
  'status': 'online',
  'status_message': ''},
 {'id': 'ETH-USD',
  'base_currency': 'ETH',
  'quote_currency': 'USD',
  'base_min_size': '0.001',
  'base_max_size': '2800',
  'quote_increment': '0.01',
  'base_increment': '0.00000001',
  'display_name': 'ETH/USD',
  'min_market_funds': '5',
  'max_market_funds': '1000000',
  'margin_enabled': False,
  'post_only': False,
  'limit_only': False,
  'cancel_only': False,
  'trading_disabled': False,
  'status': 'online',
  'status_message': ''},
 {'id': 'BTC-USDT',
  'base_currency': 'BTC',
  'quote_currency': 'USDT',
  'base_min_size': '0.0001',
  'base_max_size': '280',
  'quote_increment': '0.01',
  'base_increment': '0.00000001',
  'display_name': 'BTC/USDT',
  'min_market_funds': '5',
  'max_market_funds': '1000000',
  'margin_enabled': False,
  'post_only': False,
  'limit_only': True,
  'cancel_only': False,
  'trading_disabled': False,
  'status': 'online',
  'status_message': ''},
 {'id': 'XLM-EUR',
  'base_currency': 'XLM',
  'quote_currency': 'EUR',
  'base_min_size': '1',
  'base_max_size': '600000',
  'quote_increment': '0.000001',
  'base_increment': '1',
  'display_name': 'XLM/EUR',
  'min_market_funds': '0.1',
  'max_market_funds': '100000',
  'margin_enabled': False,
  'post_only': False,
  'limit_only': False,
  'cancel_only': False,
  'trading_disabled': False,
  'status': 'online',
  'status_message': ''},
 {'id': 'YFI-BTC',
  'base_currency': 'YFI',
  'quote_currency': 'BTC',
  'base_min_size': '0.00001',
  'base_max_size': '4.2',
  'quote_increment': '0.00001',
  'base_increment': '0.000001',
  'display_name': 'YFI/BTC',
  'min_market_funds': '0.0001',
  'max_market_funds': '6.0',
  'margin_enabled': False,
  'post_only': False,
  'limit_only': False,
  'cancel_only': False,
  'trading_disabled': False,
  'status': 'online',
  'status_message': ''},
 {'id': 'ALGO-USD',
  'base_currency': 'ALGO',
  'quote_currency': 'USD',
  'base_min_size': '1',
  'base_max_size': '500000',
  'quote_increment': '0.0001',
  'base_increment': '1',
  'display_name': 'ALGO/USD',
  'min_market_funds': '10',
  'max_market_funds': '100000',
  'margin_enabled': False,
  'post_only': False,
  'limit_only': False,
  'cancel_only': False,
  'trading_disabled': False,
  'status': 'online',
  'status_message': ''},
 {'id': 'EOS-EUR',
  'base_currency': 'EOS',
  'quote_currency': 'EUR',
  'base_min_size': '0.1',
  'base_max_size': '50000',
  'quote_increment': '0.001',
  'base_increment': '0.1',
  'display_name': 'EOS/EUR',
  'min_market_funds': '10',
  'max_market_funds': '100000',
  'margin_enabled': False,
  'post_only': False,
  'limit_only': False,
  'cancel_only': False,
  'trading_disabled': False,
  'status': 'online',
  'status_message': ''},
 {'id': 'BAT-ETH',
  'base_currency': 'BAT',
  'quote_currency': 'ETH',
  'base_min_size': '1',
  'base_max_size': '300000',
  'quote_increment': '0.00000001',
  'base_increment': '1',
  'display_name': 'BAT/ETH',
  'min_market_funds': '0.01',
  'max_market_funds': '500',
  'margin_enabled': False,
  'post_only': False,
  'limit_only': False,
  'cancel_only': False,
  'trading_disabled': False,
  'status': 'online',
  'status_message': ''},
 {'id': 'SNX-GBP',
  'base_currency': 'SNX',
  'quote_currency': 'GBP',
  'base_min_size': '0.1',
  'base_max_size': '19000',
  'quote_increment': '0.0001',
  'base_increment': '0.001',
  'display_name': 'SNX/GBP',
  'min_market_funds': '1.0',
  'max_market_funds': '82000',
  'margin_enabled': False,
  'post_only': False,
  'limit_only': False,
  'cancel_only': False,
  'trading_disabled': False,
  'status': 'online',
  'status_message': ''},
 {'id': 'BAT-USDC',
  'base_currency': 'BAT',
  'quote_currency': 'USDC',
  'base_min_size': '1',
  'base_max_size': '800000',
  'quote_increment': '0.000001',
  'base_increment': '1',
  'display_name': 'BAT/USDC',
  'min_market_funds': '10',
  'max_market_funds': '100000',
  'margin_enabled': False,
  'post_only': False,
  'limit_only': False,
  'cancel_only': False,
  'trading_disabled': False,
  'status': 'online',
  'status_message': ''},
 {'id': 'UMA-GBP',
  'base_currency': 'UMA',
  'quote_currency': 'GBP',
  'base_min_size': '0.01',
  'base_max_size': '4500',
  'quote_increment': '0.001',
  'base_increment': '0.001',
  'display_name': 'UMA/GBP',
  'min_market_funds': '1.0',
  'max_market_funds': '100000',
  'margin_enabled': False,
  'post_only': False,
  'limit_only': False,
  'cancel_only': False,
  'trading_disabled': False,
  'status': 'online',
  'status_message': ''},
 {'id': 'DAI-USD',
  'base_currency': 'DAI',
  'quote_currency': 'USD',
  'base_min_size': '1',
  'base_max_size': '100000',
  'quote_increment': '0.000001',
  'base_increment': '0.00001',
  'display_name': 'DAI/USD',
  'min_market_funds': '5',
  'max_market_funds': '100000',
  'margin_enabled': False,
  'post_only': False,
  'limit_only': True,
  'cancel_only': False,
  'trading_disabled': False,
  'status': 'online',
  'status_message': ''},
 {'id': 'ADA-EUR',
  'base_currency': 'ADA',
  'quote_currency': 'EUR',
  'base_min_size': '1',
  'base_max_size': '250000',
  'quote_increment': '0.0001',
  'base_increment': '0.01',
  'display_name': 'ADA/EUR',
  'min_market_funds': '5.0',
  'max_market_funds': '100000',
  'margin_enabled': False,
  'post_only': False,
  'limit_only': False,
  'cancel_only': False,
  'trading_disabled': False,
  'status': 'online',
  'status_message': ''},
 {'id': 'AAVE-EUR',
  'base_currency': 'AAVE',
  'quote_currency': 'EUR',
  'base_min_size': '0.01',
  'base_max_size': '1200',
  'quote_increment': '0.001',
  'base_increment': '0.001',
  'display_name': 'AAVE/EUR',
  'min_market_funds': '1.0',
  'max_market_funds': '92000',
  'margin_enabled': False,
  'post_only': False,
  'limit_only': True,
  'cancel_only': False,
  'trading_disabled': False,
  'status': 'online',
  'status_message': ''},
 {'id': 'BAT-EUR',
  'base_currency': 'BAT',
  'quote_currency': 'EUR',
  'base_min_size': '0.1',
  'base_max_size': '170000',
  'quote_increment': '0.001',
  'base_increment': '0.01',
  'display_name': 'BAT/EUR',
  'min_market_funds': '5.0',
  'max_market_funds': '100000',
  'margin_enabled': False,
  'post_only': False,
  'limit_only': False,
  'cancel_only': False,
  'trading_disabled': False,
  'status': 'online',
  'status_message': ''},
 {'id': 'XTZ-GBP',
  'base_currency': 'XTZ',
  'quote_currency': 'GBP',
  'base_min_size': '1',
  'base_max_size': '100000',
  'quote_increment': '0.00001',
  'base_increment': '0.01',
  'display_name': 'XTZ/GBP',
  'min_market_funds': '10',
  'max_market_funds': '100000',
  'margin_enabled': False,
  'post_only': False,
  'limit_only': False,
  'cancel_only': False,
  'trading_disabled': False,
  'status': 'online',
  'status_message': ''},
 {'id': 'EOS-BTC',
  'base_currency': 'EOS',
  'quote_currency': 'BTC',
  'base_min_size': '0.1',
  'base_max_size': '50000',
  'quote_increment': '0.000001',
  'base_increment': '0.1',
  'display_name': 'EOS/BTC',
  'min_market_funds': '0.001',
  'max_market_funds': '30',
  'margin_enabled': False,
  'post_only': False,
  'limit_only': False,
  'cancel_only': False,
  'trading_disabled': False,
  'status': 'online',
  'status_message': ''},
 {'id': 'YFI-USD',
  'base_currency': 'YFI',
  'quote_currency': 'USD',
  'base_min_size': '0.00001',
  'base_max_size': '5',
  'quote_increment': '0.01',
  'base_increment': '0.000001',
  'display_name': 'YFI/USD',
  'min_market_funds': '1.0',
  'max_market_funds': '100000',
  'margin_enabled': False,
  'post_only': False,
  'limit_only': False,
  'cancel_only': False,
  'trading_disabled': False,
  'status': 'online',
  'status_message': ''},
 {'id': 'MIR-BTC',
  'base_currency': 'MIR',
  'quote_currency': 'BTC',
  'base_min_size': '0.1',
  'base_max_size': '27000',
  'quote_increment': '0.0000001',
  'base_increment': '0.01',
  'display_name': 'MIR/BTC',
  'min_market_funds': '0.0001',
  'max_market_funds': '2.0',
  'margin_enabled': False,
  'post_only': False,
  'limit_only': False,
  'cancel_only': False,
  'trading_disabled': False,
  'status': 'online',
  'status_message': ''},
 {'id': 'UNI-USD',
  'base_currency': 'UNI',
  'quote_currency': 'USD',
  'base_min_size': '0.1',
  'base_max_size': '200000',
  'quote_increment': '0.0001',
  'base_increment': '0.000001',
  'display_name': 'UNI/USD',
  'min_market_funds': '1.0',
  'max_market_funds': '100000',
  'margin_enabled': False,
  'post_only': False,
  'limit_only': False,
  'cancel_only': False,
  'trading_disabled': False,
  'status': 'online',
  'status_message': ''},
 {'id': 'TRB-USD',
  'base_currency': 'TRB',
  'quote_currency': 'USD',
  'base_min_size': '0.01',
  'base_max_size': '3100',
  'quote_increment': '0.001',
  'base_increment': '0.001',
  'display_name': 'TRB/USD',
  'min_market_funds': '5.0',
  'max_market_funds': '100000',
  'margin_enabled': False,
  'post_only': False,
  'limit_only': False,
  'cancel_only': False,
  'trading_disabled': False,
  'status': 'online',
  'status_message': ''},
 {'id': 'ATOM-USD',
  'base_currency': 'ATOM',
  'quote_currency': 'USD',
  'base_min_size': '0.1',
  'base_max_size': '25000',
  'quote_increment': '0.001',
  'base_increment': '0.1',
  'display_name': 'ATOM/USD',
  'min_market_funds': '10',
  'max_market_funds': '100000',
  'margin_enabled': False,
  'post_only': False,
  'limit_only': False,
  'cancel_only': False,
  'trading_disabled': False,
  'status': 'online',
  'status_message': ''},
 {'id': 'NU-USD',
  'base_currency': 'NU',
  'quote_currency': 'USD',
  'base_min_size': '10',
  'base_max_size': '1300000',
  'quote_increment': '0.0001',
  'base_increment': '0.000001',
  'display_name': 'NU/USD',
  'min_market_funds': '1.0',
  'max_market_funds': '100000',
  'margin_enabled': False,
  'post_only': False,
  'limit_only': False,
  'cancel_only': False,
  'trading_disabled': False,
  'status': 'online',
  'status_message': ''},
 {'id': 'ENJ-BTC',
  'base_currency': 'ENJ',
  'quote_currency': 'BTC',
  'base_min_size': '0.1',
  'base_max_size': '97000',
  'quote_increment': '0.0000001',
  'base_increment': '0.01',
  'display_name': 'ENJ/BTC',
  'min_market_funds': '0.0001',
  'max_market_funds': '2',
  'margin_enabled': False,
  'post_only': False,
  'limit_only': False,
  'cancel_only': False,
  'trading_disabled': False,
  'status': 'online',
  'status_message': ''},
 {'id': 'CRV-USD',
  'base_currency': 'CRV',
  'quote_currency': 'USD',
  'base_min_size': '0.5',
  'base_max_size': '100000',
  'quote_increment': '0.0001',
  'base_increment': '0.01',
  'display_name': 'CRV/USD',
  'min_market_funds': '5',
  'max_market_funds': '100000',
  'margin_enabled': False,
  'post_only': False,
  'limit_only': False,
  'cancel_only': False,
  'trading_disabled': False,
  'status': 'online',
  'status_message': ''},
 {'id': 'ADA-GBP',
  'base_currency': 'ADA',
  'quote_currency': 'GBP',
  'base_min_size': '1',
  'base_max_size': '250000',
  'quote_increment': '0.0001',
  'base_increment': '0.01',
  'display_name': 'ADA/GBP',
  'min_market_funds': '5.0',
  'max_market_funds': '100000',
  'margin_enabled': False,
  'post_only': False,
  'limit_only': False,
  'cancel_only': False,
  'trading_disabled': False,
  'status': 'online',
  'status_message': ''},
 {'id': 'BAL-BTC',
  'base_currency': 'BAL',
  'quote_currency': 'BTC',
  'base_min_size': '0.1',
  'base_max_size': '6700',
  'quote_increment': '0.00000001',
  'base_increment': '0.01',
  'display_name': 'BAL/BTC',
  'min_market_funds': '0.0001',
  'max_market_funds': '10',
  'margin_enabled': False,
  'post_only': False,
  'limit_only': False,
  'cancel_only': False,
  'trading_disabled': False,
  'status': 'online',
  'status_message': ''},
 {'id': 'SNX-EUR',
  'base_currency': 'SNX',
  'quote_currency': 'EUR',
  'base_min_size': '0.1',
  'base_max_size': '19000',
  'quote_increment': '0.0001',
  'base_increment': '0.001',
  'display_name': 'SNX/EUR',
  'min_market_funds': '1.0',
  'max_market_funds': '92000',
  'margin_enabled': False,
  'post_only': False,
  'limit_only': False,
  'cancel_only': False,
  'trading_disabled': False,
  'status': 'online',
  'status_message': ''},
 {'id': 'UMA-BTC',
  'base_currency': 'UMA',
  'quote_currency': 'BTC',
  'base_min_size': '0.01',
  'base_max_size': '4500',
  'quote_increment': '0.00000001',
  'base_increment': '0.001',
  'display_name': 'UMA/BTC',
  'min_market_funds': '0.0001',
  'max_market_funds': '10',
  'margin_enabled': False,
  'post_only': False,
  'limit_only': False,
  'cancel_only': False,
  'trading_disabled': False,
  'status': 'online',
  'status_message': ''},
 {'id': 'CGLD-GBP',
  'base_currency': 'CGLD',
  'quote_currency': 'GBP',
  'base_min_size': '0.1',
  'base_max_size': '34000',
  'quote_increment': '0.0001',
  'base_increment': '0.01',
  'display_name': 'CGLD/GBP',
  'min_market_funds': '1.0',
  'max_market_funds': '100000',
  'margin_enabled': False,
  'post_only': False,
  'limit_only': False,
  'cancel_only': False,
  'trading_disabled': False,
  'status': 'online',
  'status_message': ''},
 {'id': 'ETH-USDC',
  'base_currency': 'ETH',
  'quote_currency': 'USDC',
  'base_min_size': '0.001',
  'base_max_size': '2800',
  'quote_increment': '0.01',
  'base_increment': '0.00000001',
  'display_name': 'ETH/USDC',
  'min_market_funds': '10',
  'max_market_funds': '1000000',
  'margin_enabled': False,
  'post_only': False,
  'limit_only': False,
  'cancel_only': False,
  'trading_disabled': False,
  'status': 'online',
  'status_message': ''},
 {'id': 'BCH-USD',
  'base_currency': 'BCH',
  'quote_currency': 'USD',
  'base_min_size': '0.01',
  'base_max_size': '700',
  'quote_increment': '0.01',
  'base_increment': '0.00000001',
  'display_name': 'BCH/USD',
  'min_market_funds': '10',
  'max_market_funds': '500000',
  'margin_enabled': False,
  'post_only': False,
  'limit_only': False,
  'cancel_only': False,
  'trading_disabled': False,
  'status': 'online',
  'status_message': ''},
 {'id': 'LRC-USD',
  'base_currency': 'LRC',
  'quote_currency': 'USD',
  'base_min_size': '1',
  'base_max_size': '560000',
  'quote_increment': '0.0001',
  'base_increment': '0.000001',
  'display_name': 'LRC/USD',
  'min_market_funds': '1.0',
  'max_market_funds': '100000',
  'margin_enabled': False,
  'post_only': False,
  'limit_only': False,
  'cancel_only': False,
  'trading_disabled': False,
  'status': 'online',
  'status_message': ''},
 {'id': 'GRT-EUR',
  'base_currency': 'GRT',
  'quote_currency': 'EUR',
  'base_min_size': '10',
  'base_max_size': '2500000',
  'quote_increment': '0.0001',
  'base_increment': '0.01',
  'display_name': 'GRT/EUR',
  'min_market_funds': '10.0',
  'max_market_funds': '92000',
  'margin_enabled': False,
  'post_only': False,
  'limit_only': False,
  'cancel_only': False,
  'trading_disabled': False,
  'status': 'online',
  'status_message': ''},
 {'id': 'SKL-EUR',
  'base_currency': 'SKL',
  'quote_currency': 'EUR',
  'base_min_size': '5',
  'base_max_size': '1000000',
  'quote_increment': '0.0001',
  'base_increment': '0.1',
  'display_name': 'SKL/EUR',
  'min_market_funds': '5.0',
  'max_market_funds': '100000',
  'margin_enabled': False,
  'post_only': False,
  'limit_only': False,
  'cancel_only': False,
  'trading_disabled': False,
  'status': 'online',
  'status_message': ''},
 {'id': 'CGLD-EUR',
  'base_currency': 'CGLD',
  'quote_currency': 'EUR',
  'base_min_size': '0.1',
  'base_max_size': '34000',
  'quote_increment': '0.0001',
  'base_increment': '0.01',
  'display_name': 'CGLD/EUR',
  'min_market_funds': '1.0',
  'max_market_funds': '100000',
  'margin_enabled': False,
  'post_only': False,
  'limit_only': False,
  'cancel_only': False,
  'trading_disabled': False,
  'status': 'online',
  'status_message': ''},
 {'id': 'AAVE-GBP',
  'base_currency': 'AAVE',
  'quote_currency': 'GBP',
  'base_min_size': '0.01',
  'base_max_size': '1200',
  'quote_increment': '0.001',
  'base_increment': '0.001',
  'display_name': 'AAVE/GBP',
  'min_market_funds': '1.0',
  'max_market_funds': '82000',
  'margin_enabled': False,
  'post_only': False,
  'limit_only': True,
  'cancel_only': False,
  'trading_disabled': False,
  'status': 'online',
  'status_message': ''},
 {'id': 'REP-USD',
  'base_currency': 'REP',
  'quote_currency': 'USD',
  'base_min_size': '0.1',
  'base_max_size': '5000',
  'quote_increment': '0.01',
  'base_increment': '0.000001',
  'display_name': 'REP/USD',
  'min_market_funds': '10',
  'max_market_funds': '30000',
  'margin_enabled': False,
  'post_only': False,
  'limit_only': False,
  'cancel_only': False,
  'trading_disabled': False,
  'status': 'online',
  'status_message': ''},
 {'id': 'REP-BTC',
  'base_currency': 'REP',
  'quote_currency': 'BTC',
  'base_min_size': '0.1',
  'base_max_size': '5000',
  'quote_increment': '0.000001',
  'base_increment': '0.000001',
  'display_name': 'REP/BTC',
  'min_market_funds': '0.001',
  'max_market_funds': '6',
  'margin_enabled': False,
  'post_only': False,
  'limit_only': False,
  'cancel_only': False,
  'trading_disabled': False,
  'status': 'online',
  'status_message': ''},
 {'id': 'BNT-BTC',
  'base_currency': 'BNT',
  'quote_currency': 'BTC',
  'base_min_size': '1',
  'base_max_size': '95000',
  'quote_increment': '0.00000001',
  'base_increment': '1',
  'display_name': 'BNT/BTC',
  'min_market_funds': '0.0001',
  'max_market_funds': '5.1',
  'margin_enabled': False,
  'post_only': False,
  'limit_only': False,
  'cancel_only': False,
  'trading_disabled': False,
  'status': 'online',
  'status_message': ''},
 {'id': 'USDT-GBP',
  'base_currency': 'USDT',
  'quote_currency': 'GBP',
  'base_min_size': '1',
  'base_max_size': '100000',
  'quote_increment': '0.0001',
  'base_increment': '0.01',
  'display_name': 'USDT/GBP',
  'min_market_funds': '5',
  'max_market_funds': '100000',
  'margin_enabled': False,
  'post_only': False,
  'limit_only': True,
  'cancel_only': False,
  'trading_disabled': False,
  'status': 'online',
  'status_message': ''},
 {'id': 'MANA-EUR',
  'base_currency': 'MANA',
  'quote_currency': 'EUR',
  'base_min_size': '0.1',
  'base_max_size': '220000',
  'quote_increment': '0.001',
  'base_increment': '0.01',
  'display_name': 'MANA/EUR',
  'min_market_funds': '5.0',
  'max_market_funds': '100000',
  'margin_enabled': False,
  'post_only': False,
  'limit_only': False,
  'cancel_only': False,
  'trading_disabled': False,
  'status': 'online',
  'status_message': ''},
 {'id': 'ANKR-USD',
  'base_currency': 'ANKR',
  'quote_currency': 'USD',
  'base_min_size': '10',
  'base_max_size': '4000000',
  'quote_increment': '0.00001',
  'base_increment': '1',
  'display_name': 'ANKR/USD',
  'min_market_funds': '5',
  'max_market_funds': '100000',
  'margin_enabled': False,
  'post_only': False,
  'limit_only': False,
  'cancel_only': False,
  'trading_disabled': False,
  'status': 'online',
  'status_message': ''},
 {'id': 'USDC-GBP',
  'base_currency': 'USDC',
  'quote_currency': 'GBP',
  'base_min_size': '1',
  'base_max_size': '250000',
  'quote_increment': '0.001',
  'base_increment': '0.01',
  'display_name': 'USDC/GBP',
  'min_market_funds': '5.0',
  'max_market_funds': '100000',
  'margin_enabled': False,
  'post_only': False,
  'limit_only': True,
  'cancel_only': False,
  'trading_disabled': False,
  'status': 'online',
  'status_message': ''},
 {'id': 'LOOM-USDC',
  'base_currency': 'LOOM',
  'quote_currency': 'USDC',
  'base_min_size': '1',
  'base_max_size': '2500000',
  'quote_increment': '0.000001',
  'base_increment': '1',
  'display_name': 'LOOM/USDC',
  'min_market_funds': '0.1',
  'max_market_funds': '100000',
  'margin_enabled': False,
  'post_only': False,
  'limit_only': False,
  'cancel_only': False,
  'trading_disabled': False,
  'status': 'online',
  'status_message': ''},
 {'id': 'ETC-GBP',
  'base_currency': 'ETC',
  'quote_currency': 'GBP',
  'base_min_size': '0.1',
  'base_max_size': '20000',
  'quote_increment': '0.001',
  'base_increment': '0.00000001',
  'display_name': 'ETC/GBP',
  'min_market_funds': '10',
  'max_market_funds': '100000',
  'margin_enabled': False,
  'post_only': False,
  'limit_only': False,
  'cancel_only': False,
  'trading_disabled': False,
  'status': 'online',
  'status_message': 'Our ETC order books are now in full-trading mode. Limit, market and stop orders are all now available.'},
 {'id': 'SUSHI-USD',
  'base_currency': 'SUSHI',
  'quote_currency': 'USD',
  'base_min_size': '0.1',
  'base_max_size': '12500',
  'quote_increment': '0.001',
  'base_increment': '0.01',
  'display_name': 'SUSHI/USD',
  'min_market_funds': '5.0',
  'max_market_funds': '100000',
  'margin_enabled': False,
  'post_only': False,
  'limit_only': False,
  'cancel_only': False,
  'trading_disabled': False,
  'status': 'online',
  'status_message': ''},
 {'id': 'TRB-BTC',
  'base_currency': 'TRB',
  'quote_currency': 'BTC',
  'base_min_size': '0.01',
  'base_max_size': '3100',
  'quote_increment': '0.0000001',
  'base_increment': '0.001',
  'display_name': 'TRB/BTC',
  'min_market_funds': '0.0001',
  'max_market_funds': '2.0',
  'margin_enabled': False,
  'post_only': False,
  'limit_only': True,
  'cancel_only': False,
  'trading_disabled': False,
  'status': 'online',
  'status_message': ''},
 {'id': 'REN-USD',
  'base_currency': 'REN',
  'quote_currency': 'USD',
  'base_min_size': '1',
  'base_max_size': '460000',
  'quote_increment': '0.0001',
  'base_increment': '0.000001',
  'display_name': 'REN/USD',
  'min_market_funds': '1.0',
  'max_market_funds': '100000',
  'margin_enabled': False,
  'post_only': False,
  'limit_only': False,
  'cancel_only': False,
  'trading_disabled': False,
  'status': 'online',
  'status_message': ''},
 {'id': 'NU-EUR',
  'base_currency': 'NU',
  'quote_currency': 'EUR',
  'base_min_size': '10',
  'base_max_size': '1300000',
  'quote_increment': '0.0001',
  'base_increment': '0.000001',
  'display_name': 'NU/EUR',
  'min_market_funds': '1.0',
  'max_market_funds': '84000',
  'margin_enabled': False,
  'post_only': False,
  'limit_only': False,
  'cancel_only': False,
  'trading_disabled': False,
  'status': 'online',
  'status_message': ''},
 {'id': 'ICP-BTC',
  'base_currency': 'ICP',
  'quote_currency': 'BTC',
  'base_min_size': '0.001',
  'base_max_size': '1300',
  'quote_increment': '0.0000001',
  'base_increment': '0.0001',
  'display_name': 'ICP/BTC',
  'min_market_funds': '0.0001',
  'max_market_funds': '2',
  'margin_enabled': False,
  'post_only': False,
  'limit_only': False,
  'cancel_only': False,
  'trading_disabled': False,
  'status': 'online',
  'status_message': ''},
 {'id': 'LINK-BTC',
  'base_currency': 'LINK',
  'quote_currency': 'BTC',
  'base_min_size': '0.1',
  'base_max_size': '6500',
  'quote_increment': '0.00000001',
  'base_increment': '0.01',
  'display_name': 'LINK/BTC',
  'min_market_funds': '0.0001',
  'max_market_funds': '6.0',
  'margin_enabled': False,
  'post_only': False,
  'limit_only': False,
  'cancel_only': False,
  'trading_disabled': False,
  'status': 'online',
  'status_message': ''},
 {'id': 'DOGE-BTC',
  'base_currency': 'DOGE',
  'quote_currency': 'BTC',
  'base_min_size': '1',
  'base_max_size': '690000',
  'quote_increment': '0.0000001',
  'base_increment': '0.1',
  'display_name': 'DOGE/BTC',
  'min_market_funds': '0.0001',
  'max_market_funds': '2.0',
  'margin_enabled': False,
  'post_only': False,
  'limit_only': False,
  'cancel_only': False,
  'trading_disabled': False,
  'status': 'online',
  'status_message': ''},
 {'id': 'LINK-USD',
  'base_currency': 'LINK',
  'quote_currency': 'USD',
  'base_min_size': '0.1',
  'base_max_size': '90000',
  'quote_increment': '0.00001',
  'base_increment': '0.01',
  'display_name': 'LINK/USD',
  'min_market_funds': '10',
  'max_market_funds': '100000',
  'margin_enabled': False,
  'post_only': False,
  'limit_only': False,
  'cancel_only': False,
  'trading_disabled': False,
  'status': 'online',
  'status_message': ''},
 {'id': 'XLM-BTC',
  'base_currency': 'XLM',
  'quote_currency': 'BTC',
  'base_min_size': '1',
  'base_max_size': '600000',
  'quote_increment': '0.00000001',
  'base_increment': '1',
  'display_name': 'XLM/BTC',
  'min_market_funds': '0.001',
  'max_market_funds': '50',
  'margin_enabled': False,
  'post_only': False,
  'limit_only': False,
  'cancel_only': False,
  'trading_disabled': False,
  'status': 'online',
  'status_message': ''},
 {'id': 'FORTH-EUR',
  'base_currency': 'FORTH',
  'quote_currency': 'EUR',
  'base_min_size': '0.01',
  'base_max_size': '7200',
  'quote_increment': '0.001',
  'base_increment': '0.001',
  'display_name': 'FORTH/EUR',
  'min_market_funds': '5.0',
  'max_market_funds': '100000',
  'margin_enabled': False,
  'post_only': False,
  'limit_only': False,
  'cancel_only': False,
  'trading_disabled': False,
  'status': 'online',
  'status_message': ''},
 {'id': 'NKN-BTC',
  'base_currency': 'NKN',
  'quote_currency': 'BTC',
  'base_min_size': '1',
  'base_max_size': '1400000',
  'quote_increment': '0.0000001',
  'base_increment': '0.1',
  'display_name': 'NKN/BTC',
  'min_market_funds': '0.0001',
  'max_market_funds': '2',
  'margin_enabled': False,
  'post_only': False,
  'limit_only': False,
  'cancel_only': False,
  'trading_disabled': False,
  'status': 'online',
  'status_message': ''},
 {'id': 'ZEC-USD',
  'base_currency': 'ZEC',
  'quote_currency': 'USD',
  'base_min_size': '0.01',
  'base_max_size': '1200',
  'quote_increment': '0.01',
  'base_increment': '0.00001',
  'display_name': 'ZEC/USD',
  'min_market_funds': '1.0',
  'max_market_funds': '100000',
  'margin_enabled': False,
  'post_only': False,
  'limit_only': False,
  'cancel_only': False,
  'trading_disabled': False,
  'status': 'online',
  'status_message': ''},
 {'id': 'LINK-ETH',
  'base_currency': 'LINK',
  'quote_currency': 'ETH',
  'base_min_size': '0.1',
  'base_max_size': '90000',
  'quote_increment': '0.00000001',
  'base_increment': '0.01',
  'display_name': 'LINK/ETH',
  'min_market_funds': '0.01',
  'max_market_funds': '400',
  'margin_enabled': False,
  'post_only': False,
  'limit_only': False,
  'cancel_only': False,
  'trading_disabled': False,
  'status': 'online',
  'status_message': ''},
 {'id': 'ANKR-BTC',
  'base_currency': 'ANKR',
  'quote_currency': 'BTC',
  'base_min_size': '10',
  'base_max_size': '4000000',
  'quote_increment': '0.00000001',
  'base_increment': '1',
  'display_name': 'ANKR/BTC',
  'min_market_funds': '0.0001',
  'max_market_funds': '2',
  'margin_enabled': False,
  'post_only': False,
  'limit_only': False,
  'cancel_only': False,
  'trading_disabled': False,
  'status': 'online',
  'status_message': ''},
 {'id': 'UMA-USD',
  'base_currency': 'UMA',
  'quote_currency': 'USD',
  'base_min_size': '0.01',
  'base_max_size': '4500',
  'quote_increment': '0.001',
  'base_increment': '0.001',
  'display_name': 'UMA/USD',
  'min_market_funds': '1.0',
  'max_market_funds': '100000',
  'margin_enabled': False,
  'post_only': False,
  'limit_only': False,
  'cancel_only': False,
  'trading_disabled': False,
  'status': 'online',
  'status_message': ''},
 {'id': 'CVC-USDC',
  'base_currency': 'CVC',
  'quote_currency': 'USDC',
  'base_min_size': '1',
  'base_max_size': '2000000',
  'quote_increment': '0.000001',
  'base_increment': '1',
  'display_name': 'CVC/USDC',
  'min_market_funds': '0.1',
  'max_market_funds': '100000',
  'margin_enabled': False,
  'post_only': False,
  'limit_only': False,
  'cancel_only': False,
  'trading_disabled': False,
  'status': 'online',
  'status_message': ''},
 {'id': '1INCH-GBP',
  'base_currency': '1INCH',
  'quote_currency': 'GBP',
  'base_min_size': '0.1',
  'base_max_size': '59000',
  'quote_increment': '0.001',
  'base_increment': '0.01',
  'display_name': '1INCH/GBP',
  'min_market_funds': '5',
  'max_market_funds': '100000',
  'margin_enabled': False,
  'post_only': False,
  'limit_only': False,
  'cancel_only': False,
  'trading_disabled': False,
  'status': 'online',
  'status_message': ''},
 {'id': 'DOGE-EUR',
  'base_currency': 'DOGE',
  'quote_currency': 'EUR',
  'base_min_size': '1',
  'base_max_size': '690000',
  'quote_increment': '0.0001',
  'base_increment': '0.1',
  'display_name': 'DOGE/EUR',
  'min_market_funds': '5.0',
  'max_market_funds': '100000',
  'margin_enabled': False,
  'post_only': False,
  'limit_only': False,
  'cancel_only': False,
  'trading_disabled': False,
  'status': 'online',
  'status_message': ''},
 {'id': 'BTC-USDC',
  'base_currency': 'BTC',
  'quote_currency': 'USDC',
  'base_min_size': '0.0001',
  'base_max_size': '280',
  'quote_increment': '0.01',
  'base_increment': '0.00000001',
  'display_name': 'BTC/USDC',
  'min_market_funds': '10',
  'max_market_funds': '1000000',
  'margin_enabled': False,
  'post_only': False,
  'limit_only': False,
  'cancel_only': False,
  'trading_disabled': False,
  'status': 'online',
  'status_message': ''},
 {'id': 'STORJ-USD',
  'base_currency': 'STORJ',
  'quote_currency': 'USD',
  'base_min_size': '1',
  'base_max_size': '280000',
  'quote_increment': '0.0001',
  'base_increment': '0.01',
  'display_name': 'STORJ/USD',
  'min_market_funds': '5',
  'max_market_funds': '100000',
  'margin_enabled': False,
  'post_only': False,
  'limit_only': False,
  'cancel_only': False,
  'trading_disabled': False,
  'status': 'online',
  'status_message': ''},
 {'id': 'MATIC-BTC',
  'base_currency': 'MATIC',
  'quote_currency': 'BTC',
  'base_min_size': '5',
  'base_max_size': '1000000',
  'quote_increment': '0.00000001',
  'base_increment': '0.1',
  'display_name': 'MATIC/BTC',
  'min_market_funds': '0.0001',
  'max_market_funds': '2.0',
  'margin_enabled': False,
  'post_only': False,
  'limit_only': False,
  'cancel_only': False,
  'trading_disabled': False,
  'status': 'online',
  'status_message': ''},
 {'id': 'USDT-EUR',
  'base_currency': 'USDT',
  'quote_currency': 'EUR',
  'base_min_size': '1',
  'base_max_size': '100000',
  'quote_increment': '0.0001',
  'base_increment': '0.01',
  'display_name': 'USDT/EUR',
  'min_market_funds': '5',
  'max_market_funds': '100000',
  'margin_enabled': False,
  'post_only': False,
  'limit_only': True,
  'cancel_only': False,
  'trading_disabled': False,
  'status': 'online',
  'status_message': ''},
 {'id': 'ICP-USD',
  'base_currency': 'ICP',
  'quote_currency': 'USD',
  'base_min_size': '0.001',
  'base_max_size': '1300',
  'quote_increment': '0.001',
  'base_increment': '0.0001',
  'display_name': 'ICP/USD',
  'min_market_funds': '5',
  'max_market_funds': '100000',
  'margin_enabled': False,
  'post_only': False,
  'limit_only': False,
  'cancel_only': False,
  'trading_disabled': False,
  'status': 'online',
  'status_message': ''},
 {'id': 'WBTC-BTC',
  'base_currency': 'WBTC',
  'quote_currency': 'BTC',
  'base_min_size': '0.0001',
  'base_max_size': '10',
  'quote_increment': '0.0001',
  'base_increment': '0.00000001',
  'display_name': 'WBTC/BTC',
  'min_market_funds': '0.0001',
  'max_market_funds': '10',
  'margin_enabled': False,
  'post_only': False,
  'limit_only': True,
  'cancel_only': False,
  'trading_disabled': False,
  'status': 'online',
  'status_message': ''},
 {'id': 'MKR-USD',
  'base_currency': 'MKR',
  'quote_currency': 'USD',
  'base_min_size': '0.001',
  'base_max_size': '240',
  'quote_increment': '0.0001',
  'base_increment': '0.000001',
  'display_name': 'MKR/USD',
  'min_market_funds': '1.0',
  'max_market_funds': '100000',
  'margin_enabled': False,
  'post_only': False,
  'limit_only': False,
  'cancel_only': False,
  'trading_disabled': False,
  'status': 'online',
  'status_message': ''},
 {'id': 'BTC-USD',
  'base_currency': 'BTC',
  'quote_currency': 'USD',
  'base_min_size': '0.0001',
  'base_max_size': '280',
  'quote_increment': '0.01',
  'base_increment': '0.00000001',
  'display_name': 'BTC/USD',
  'min_market_funds': '5',
  'max_market_funds': '1000000',
  'margin_enabled': False,
  'post_only': False,
  'limit_only': False,
  'cancel_only': False,
  'trading_disabled': False,
  'status': 'online',
  'status_message': ''},
 {'id': 'ZRX-BTC',
  'base_currency': 'ZRX',
  'quote_currency': 'BTC',
  'base_min_size': '1',
  'base_max_size': '600000',
  'quote_increment': '0.00000001',
  'base_increment': '0.00001',
  'display_name': 'ZRX/BTC',
  'min_market_funds': '0.001',
  'max_market_funds': '60',
  'margin_enabled': False,
  'post_only': False,
  'limit_only': False,
  'cancel_only': False,
  'trading_disabled': False,
  'status': 'online',
  'status_message': ''}]

product_id = 'DOGE-USD'
request_url = base_url + 'products/{}/stats/'.format(product_id)
response = requests.get(request_url)
print(request_url)
print(response)

https://api.pro.coinbase.com/products/DOGE-USD/stats/
<Response [200]>

response.content

b'{"open":"0.3759","high":"0.3778","low":"0.3242","volume":"220596163","last":"0.3285","volume_30day":"1358285340.8"}'

response.json()

{'open': '0.3759',
 'high': '0.3778',
 'low': '0.3242',
 'volume': '220596163',
 'last': '0.3285',
 'volume_30day': '1358285340.8'}

Security

• keys
  • abcdefghijklmnopqrstuvwxyz123456
• usernames, passwords
  • aragorn_elessar, password123
• ids, secrets
  • 123456abcdefghijklmnopqrstuvwxyz, 123abcdefghijklmnopqrstuvwxyz456
• oauth
  • send: {id, secret}
  • get: {auth_token}

monogatari_oz

FRED - Federal Reserve Economic Data, St. Louis

DGS10

FRED

• docs: https://fred.stlouisfed.org/docs/api/fred/
• sample url: get series
  • https://api.stlouisfed.org/fred/series?series_id=GNPCA&api_key=abcdefghijklmnopqrstuvwxyz123456
  • base url
    • https://api.stlouisfed.org/fred/series
  • after ? denotes GET parameters
    • series_id GNPCA
    • api_key abcdefghijklmnopqrstuvwxyz123456
• sample url: get series observations
  • https://api.stlouisfed.org/fred/series/observations?series_id=GNPCA&api_key=abcdefghijklmnopqrstuvwxyz123456
• Fresno County Unemployment
  • series (link)
    • https://fred.stlouisfed.org/series/CAFRES9URN

base_url = 'https://api.stlouisfed.org/fred/series/observations'
params = {
    'series_id': 'CAFRES9URN',
    'api_key': credentials['fred']['key'],
    'file_type': 'json'
}

response = requests.get(base_url, params=params)

# to see url
# print(response.url)
print(response)

<Response [200]>

# response, dataframe, plot
response.json()

{'realtime_start': '2021-06-08',
 'realtime_end': '2021-06-08',
 'observation_start': '1600-01-01',
 'observation_end': '9999-12-31',
 'units': 'lin',
 'output_type': 1,
 'file_type': 'json',
 'order_by': 'observation_date',
 'sort_order': 'asc',
 'count': 376,
 'offset': 0,
 'limit': 100000,
 'observations': [{'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '1990-01-01',
   'value': '12.6'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '1990-02-01',
   'value': '13.9'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '1990-03-01',
   'value': '14.2'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '1990-04-01',
   'value': '12.2'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '1990-05-01',
   'value': '10.3'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '1990-06-01',
   'value': '9.700'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '1990-07-01',
   'value': '10.2'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '1990-08-01',
   'value': '9.2'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '1990-09-01',
   'value': '9.0'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '1990-10-01',
   'value': '11.6'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '1990-11-01',
   'value': '13.7'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '1990-12-01',
   'value': '13.4'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '1991-01-01',
   'value': '15.0'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '1991-02-01',
   'value': '16.5'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '1991-03-01',
   'value': '17.1'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '1991-04-01',
   'value': '14.5'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '1991-05-01',
   'value': '13.3'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '1991-06-01',
   'value': '12.6'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '1991-07-01',
   'value': '11.9'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '1991-08-01',
   'value': '10.4'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '1991-09-01',
   'value': '9.4'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '1991-10-01',
   'value': '12.6'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '1991-11-01',
   'value': '15.0'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '1991-12-01',
   'value': '14.9'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '1992-01-01',
   'value': '17.0'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '1992-02-01',
   'value': '18.5'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '1992-03-01',
   'value': '18.4'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '1992-04-01',
   'value': '15.2'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '1992-05-01',
   'value': '13.8'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '1992-06-01',
   'value': '14.6'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '1992-07-01',
   'value': '13.7'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '1992-08-01',
   'value': '12.7'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '1992-09-01',
   'value': '13.8'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '1992-10-01',
   'value': '16.2'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '1992-11-01',
   'value': '17.5'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '1992-12-01',
   'value': '16.7'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '1993-01-01',
   'value': '18.1'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '1993-02-01',
   'value': '19.0'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '1993-03-01',
   'value': '18.7'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '1993-04-01',
   'value': '16.0'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '1993-05-01',
   'value': '14.7'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '1993-06-01',
   'value': '15.2'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '1993-07-01',
   'value': '14.2'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '1993-08-01',
   'value': '12.8'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '1993-09-01',
   'value': '12.6'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '1993-10-01',
   'value': '15.0'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '1993-11-01',
   'value': '15.700'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '1993-12-01',
   'value': '14.9'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '1994-01-01',
   'value': '17.1'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '1994-02-01',
   'value': '17.6'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '1994-03-01',
   'value': '17.6'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '1994-04-01',
   'value': '15.2'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '1994-05-01',
   'value': '13.3'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '1994-06-01',
   'value': '13.4'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '1994-07-01',
   'value': '13.0'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '1994-08-01',
   'value': '12.0'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '1994-09-01',
   'value': '11.8'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '1994-10-01',
   'value': '13.6'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '1994-11-01',
   'value': '14.7'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '1994-12-01',
   'value': '13.9'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '1995-01-01',
   'value': '15.8'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '1995-02-01',
   'value': '16.100'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '1995-03-01',
   'value': '16.500'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '1995-04-01',
   'value': '14.9'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '1995-05-01',
   'value': '13.7'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '1995-06-01',
   'value': '13.4'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '1995-07-01',
   'value': '12.9'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '1995-08-01',
   'value': '11.500'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '1995-09-01',
   'value': '11.1'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '1995-10-01',
   'value': '13.6'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '1995-11-01',
   'value': '15.2'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '1995-12-01',
   'value': '14.4'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '1996-01-01',
   'value': '16.7'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '1996-02-01',
   'value': '16.4'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '1996-03-01',
   'value': '16.7'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '1996-04-01',
   'value': '14.1'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '1996-05-01',
   'value': '12.4'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '1996-06-01',
   'value': '12.1'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '1996-07-01',
   'value': '11.9'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '1996-08-01',
   'value': '10.0'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '1996-09-01',
   'value': '10.3'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '1996-10-01',
   'value': '12.9'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '1996-11-01',
   'value': '14.5'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '1996-12-01',
   'value': '14.0'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '1997-01-01',
   'value': '16.3'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '1997-02-01',
   'value': '16.3'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '1997-03-01',
   'value': '16.7'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '1997-04-01',
   'value': '13.9'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '1997-05-01',
   'value': '12.2'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '1997-06-01',
   'value': '12.8'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '1997-07-01',
   'value': '11.7'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '1997-08-01',
   'value': '10.2'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '1997-09-01',
   'value': '10.700'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '1997-10-01',
   'value': '13.6'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '1997-11-01',
   'value': '14.3'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '1997-12-01',
   'value': '14.7'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '1998-01-01',
   'value': '16.7'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '1998-02-01',
   'value': '17.1'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '1998-03-01',
   'value': '18.1'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '1998-04-01',
   'value': '15.1'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '1998-05-01',
   'value': '13.7'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '1998-06-01',
   'value': '14.1'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '1998-07-01',
   'value': '13.3'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '1998-08-01',
   'value': '11.4'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '1998-09-01',
   'value': '11.0'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '1998-10-01',
   'value': '13.300'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '1998-11-01',
   'value': '14.3'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '1998-12-01',
   'value': '13.7'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '1999-01-01',
   'value': '16.2'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '1999-02-01',
   'value': '16.6'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '1999-03-01',
   'value': '16.9'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '1999-04-01',
   'value': '15.4'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '1999-05-01',
   'value': '13.6'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '1999-06-01',
   'value': '13.5'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '1999-07-01',
   'value': '12.4'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '1999-08-01',
   'value': '10.5'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '1999-09-01',
   'value': '9.9'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '1999-10-01',
   'value': '12.0'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '1999-11-01',
   'value': '13.5'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '1999-12-01',
   'value': '13.200'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '2000-01-01',
   'value': '11.900'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '2000-02-01',
   'value': '12.2'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '2000-03-01',
   'value': '13.0'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '2000-04-01',
   'value': '10.8'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '2000-05-01',
   'value': '9.9'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '2000-06-01',
   'value': '9.8'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '2000-07-01',
   'value': '9.2'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '2000-08-01',
   'value': '8.5'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '2000-09-01',
   'value': '7.8'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '2000-10-01',
   'value': '9.1'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '2000-11-01',
   'value': '10.8'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '2000-12-01',
   'value': '10.6'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '2001-01-01',
   'value': '12.4'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '2001-02-01',
   'value': '12.900'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '2001-03-01',
   'value': '13.4'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '2001-04-01',
   'value': '11.1'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '2001-05-01',
   'value': '9.7'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '2001-06-01',
   'value': '9.9'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '2001-07-01',
   'value': '9.3'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '2001-08-01',
   'value': '8.6'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '2001-09-01',
   'value': '8.3'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '2001-10-01',
   'value': '9.9'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '2001-11-01',
   'value': '11.5'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '2001-12-01',
   'value': '11.9'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '2002-01-01',
   'value': '13.2'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '2002-02-01',
   'value': '13.4'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '2002-03-01',
   'value': '13.8'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '2002-04-01',
   'value': '12.4'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '2002-05-01',
   'value': '10.7'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '2002-06-01',
   'value': '11.0'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '2002-07-01',
   'value': '10.7'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '2002-08-01',
   'value': '9.6'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '2002-09-01',
   'value': '9.0'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '2002-10-01',
   'value': '10.8'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '2002-11-01',
   'value': '12.5'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '2002-12-01',
   'value': '12.9'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '2003-01-01',
   'value': '14.5'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '2003-02-01',
   'value': '14.4'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '2003-03-01',
   'value': '14.3'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '2003-04-01',
   'value': '12.8'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '2003-05-01',
   'value': '11.2'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '2003-06-01',
   'value': '11.4'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '2003-07-01',
   'value': '10.8'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '2003-08-01',
   'value': '9.8'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '2003-09-01',
   'value': '9.4'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '2003-10-01',
   'value': '10.5'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '2003-11-01',
   'value': '11.6'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '2003-12-01',
   'value': '11.5'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '2004-01-01',
   'value': '12.9'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '2004-02-01',
   'value': '12.6'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '2004-03-01',
   'value': '13.0'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '2004-04-01',
   'value': '11.0'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '2004-05-01',
   'value': '9.7'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '2004-06-01',
   'value': '10.1'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '2004-07-01',
   'value': '9.5'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '2004-08-01',
   'value': '8.500'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '2004-09-01',
   'value': '8.4'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '2004-10-01',
   'value': '9.400'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '2004-11-01',
   'value': '10.1'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '2004-12-01',
   'value': '10.2'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '2005-01-01',
   'value': '11.3'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '2005-02-01',
   'value': '11.3'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '2005-03-01',
   'value': '11.0'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '2005-04-01',
   'value': '9.4'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '2005-05-01',
   'value': '8.3'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '2005-06-01',
   'value': '8.5'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '2005-07-01',
   'value': '8.2'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '2005-08-01',
   'value': '7.4'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '2005-09-01',
   'value': '7.4'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '2005-10-01',
   'value': '7.9'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '2005-11-01',
   'value': '8.6'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '2005-12-01',
   'value': '8.500'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '2006-01-01',
   'value': '9.5'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '2006-02-01',
   'value': '9.6'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '2006-03-01',
   'value': '9.7'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '2006-04-01',
   'value': '8.8'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '2006-05-01',
   'value': '7.6'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '2006-06-01',
   'value': '7.7'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '2006-07-01',
   'value': '7.6'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '2006-08-01',
   'value': '6.9'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '2006-09-01',
   'value': '6.3'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '2006-10-01',
   'value': '6.9'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '2006-11-01',
   'value': '7.7'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '2006-12-01',
   'value': '8.0'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '2007-01-01',
   'value': '9.3'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '2007-02-01',
   'value': '9.7'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '2007-03-01',
   'value': '9.2'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '2007-04-01',
   'value': '8.6'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '2007-05-01',
   'value': '7.7'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
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   'realtime_end': '2021-06-08',
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   'realtime_end': '2021-06-08',
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  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '2019-03-01',
   'value': '9.0'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '2019-04-01',
   'value': '7.6'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '2019-05-01',
   'value': '6.5'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '2019-06-01',
   'value': '7.1'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '2019-07-01',
   'value': '7.3'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '2019-08-01',
   'value': '6.6'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '2019-09-01',
   'value': '5.8'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '2019-10-01',
   'value': '6.3'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '2019-11-01',
   'value': '7.1'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '2019-12-01',
   'value': '7.4'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '2020-01-01',
   'value': '8.3'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '2020-02-01',
   'value': '8.4'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '2020-03-01',
   'value': '9.8'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '2020-04-01',
   'value': '17.1'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '2020-05-01',
   'value': '15.2'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '2020-06-01',
   'value': '13.5'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '2020-07-01',
   'value': '13.0'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '2020-08-01',
   'value': '11.5'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '2020-09-01',
   'value': '10.5'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '2020-10-01',
   'value': '9.7'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '2020-11-01',
   'value': '8.5'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '2020-12-01',
   'value': '10.0'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '2021-01-01',
   'value': '10.1'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '2021-02-01',
   'value': '10.1'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '2021-03-01',
   'value': '9.9'},
  {'realtime_start': '2021-06-08',
   'realtime_end': '2021-06-08',
   'date': '2021-04-01',
   'value': '9.6'}]}

# dataframe and plot
df_fred = pd.DataFrame(response.json()['observations'])
df_fred.head()

	realtime_start	realtime_end	date	value
0	2021-06-08	2021-06-08	1990-01-01	12.6
1	2021-06-08	2021-06-08	1990-02-01	13.9
2	2021-06-08	2021-06-08	1990-03-01	14.2
3	2021-06-08	2021-06-08	1990-04-01	12.2
4	2021-06-08	2021-06-08	1990-05-01	10.3

# time series with plotly: https://plotly.com/python/time-series/
df_fred['value'] = df_fred['value'].astype(float)
df_fred['date'] = pd.to_datetime(df_fred['date'])

fig = px.line(df_fred, x='date', y="value")
fig.show()

Handling Security Securely

Environment Variables

import os
api_key = os.environ.get('APIKEY')

Credential files

• e.g. credentials.yaml

fred:
  key: a_key🔑
spotify:
  client_id: 0x0110100001100101011011000110110001101111
  client_secret: supersecret!!11!1!!1!
github:
  username: 01xx_username_xx10
  password: SUCH_PASSWORD

sample_credentials_file = './sample_credentials.yaml'
with open(sample_credentials_file, 'r') as f:
    sample_credentials = yaml.load(f, Loader=yaml.Loader)
    
print(json.dumps(sample_credentials, indent=2, ensure_ascii=False))

{
  "fred": {
    "key": "a_key🔑"
  },
  "spotify": {
    "client_id": 6067196491987562765932208736689419199433412881,
    "client_secret": "supersecret!!11!1!!1!"
  },
  "github": {
    "username": "01xx_username_xx10",
    "password": "SUCH_PASSWORD"
  }
}

api_secret = sample_credentials['spotify']['client_secret']
print(api_secret)

supersecret!!11!1!!1!

Rates and Limits

• rows
  • 1000 points of data per request
• requests
  • 500 requests per day
• frequency
  • 10 requests per minute

skate_speed

Alpha Vantage

• limits: 5 API requests per minute and 500 requests per day
• docs: https://www.alphavantage.co/documentation/#
• https://www.alphavantage.co/query?function=TIME_SERIES_INTRADAY&symbol=IBM&interval=5min&apikey=demo

base_url = 'https://www.alphavantage.co/query'
params = {
    'function': 'TIME_SERIES_INTRADAY',
    'symbol': 'IBM',
    'interval': '5min',
    'outputsize': 'full',
    'apikey': credentials['alpha_vantage']['key']
}
response = requests.get(base_url, params=params)
print(response)

<Response [200]>

response.json()

{'Meta Data': {'1. Information': 'Intraday (5min) open, high, low, close prices and volume',
  '2. Symbol': 'IBM',
  '3. Last Refreshed': '2021-06-08 19:05:00',
  '4. Interval': '5min',
  '5. Output Size': 'Full size',
  '6. Time Zone': 'US/Eastern'},
 'Time Series (5min)': {'2021-06-08 19:05:00': {'1. open': '149.4000',
   '2. high': '149.4000',
   '3. low': '149.4000',
   '4. close': '149.4000',
   '5. volume': '1002'},
  '2021-06-08 18:15:00': {'1. open': '149.4000',
   '2. high': '149.4000',
   '3. low': '149.4000',
   '4. close': '149.4000',
   '5. volume': '296'},
  '2021-06-08 17:00:00': {'1. open': '149.1200',
   '2. high': '149.1200',
   '3. low': '149.1000',
   '4. close': '149.1000',
   '5. volume': '211'},
  '2021-06-08 16:55:00': {'1. open': '149.1300',
   '2. high': '149.1300',
   '3. low': '149.1300',
   '4. close': '149.1300',
   '5. volume': '224'},
  '2021-06-08 16:25:00': {'1. open': '149.1100',
   '2. high': '149.1100',
   '3. low': '149.1100',
   '4. close': '149.1100',
   '5. volume': '155'},
  '2021-06-08 16:15:00': {'1. open': '149.8700',
   '2. high': '149.8700',
   '3. low': '149.8700',
   '4. close': '149.8700',
   '5. volume': '201'},
  '2021-06-08 16:05:00': {'1. open': '149.0700',
   '2. high': '149.0700',
   '3. low': '149.0700',
   '4. close': '149.0700',
   '5. volume': '66922'},
  '2021-06-08 16:00:00': {'1. open': '149.2700',
   '2. high': '149.2900',
   '3. low': '149.0400',
   '4. close': '149.0700',
   '5. volume': '229975'},
  '2021-06-08 15:55:00': {'1. open': '149.2200',
   '2. high': '149.3300',
   '3. low': '149.2200',
   '4. close': '149.2600',
   '5. volume': '123172'},
  '2021-06-08 15:50:00': {'1. open': '149.2550',
   '2. high': '149.3100',
   '3. low': '149.2000',
   '4. close': '149.2000',
   '5. volume': '67727'},
  '2021-06-08 15:45:00': {'1. open': '149.3000',
   '2. high': '149.3100',
   '3. low': '149.2100',
   '4. close': '149.2500',
   '5. volume': '57020'},
  '2021-06-08 15:40:00': {'1. open': '149.2400',
   '2. high': '149.3400',
   '3. low': '149.2200',
   '4. close': '149.3000',
   '5. volume': '43345'},
  '2021-06-08 15:35:00': {'1. open': '149.3700',
   '2. high': '149.3700',
   '3. low': '149.2050',
   '4. close': '149.2300',
   '5. volume': '42668'},
  '2021-06-08 15:30:00': {'1. open': '149.2450',
   '2. high': '149.3900',
   '3. low': '149.2400',
   '4. close': '149.3791',
   '5. volume': '34422'},
  '2021-06-08 15:25:00': {'1. open': '149.3150',
   '2. high': '149.3500',
   '3. low': '149.2200',
   '4. close': '149.2450',
   '5. volume': '37961'},
  '2021-06-08 15:20:00': {'1. open': '149.4200',
   '2. high': '149.4400',
   '3. low': '149.2700',
   '4. close': '149.3200',
   '5. volume': '75975'},
  '2021-06-08 15:15:00': {'1. open': '149.4250',
   '2. high': '149.4600',
   '3. low': '149.4000',
   '4. close': '149.4200',
   '5. volume': '35977'},
  '2021-06-08 15:10:00': {'1. open': '149.4200',
   '2. high': '149.4500',
   '3. low': '149.4100',
   '4. close': '149.4250',
   '5. volume': '38056'},
  '2021-06-08 15:05:00': {'1. open': '149.4400',
   '2. high': '149.4600',
   '3. low': '149.4100',
   '4. close': '149.4300',
   '5. volume': '33095'},
  '2021-06-08 15:00:00': {'1. open': '149.4400',
   '2. high': '149.4700',
   '3. low': '149.4300',
   '4. close': '149.4350',
   '5. volume': '25513'},
  '2021-06-08 14:55:00': {'1. open': '149.5000',
   '2. high': '149.5000',
   '3. low': '149.4100',
   '4. close': '149.4400',
   '5. volume': '33233'},
  '2021-06-08 14:50:00': {'1. open': '149.4100',
   '2. high': '149.4894',
   '3. low': '149.4000',
   '4. close': '149.4894',
   '5. volume': '20527'},
  '2021-06-08 14:45:00': {'1. open': '149.4750',
   '2. high': '149.5400',
   '3. low': '149.4200',
   '4. close': '149.4300',
   '5. volume': '36507'},
  '2021-06-08 14:40:00': {'1. open': '149.4500',
   '2. high': '149.5000',
   '3. low': '149.3700',
   '4. close': '149.4797',
   '5. volume': '39707'},
  '2021-06-08 14:35:00': {'1. open': '149.6500',
   '2. high': '149.6600',
   '3. low': '149.4500',
   '4. close': '149.4600',
   '5. volume': '46734'},
  '2021-06-08 14:30:00': {'1. open': '149.6082',
   '2. high': '149.6750',
   '3. low': '149.6000',
   '4. close': '149.6500',
   '5. volume': '29973'},
  '2021-06-08 14:25:00': {'1. open': '149.6100',
   '2. high': '149.6600',
   '3. low': '149.5730',
   '4. close': '149.6100',
   '5. volume': '33341'},
  '2021-06-08 14:20:00': {'1. open': '149.8322',
   '2. high': '149.8322',
   '3. low': '149.5600',
   '4. close': '149.6000',
   '5. volume': '38496'},
  '2021-06-08 14:15:00': {'1. open': '149.8850',
   '2. high': '149.9100',
   '3. low': '149.8300',
   '4. close': '149.8399',
   '5. volume': '69910'},
  '2021-06-08 14:10:00': {'1. open': '149.9250',
   '2. high': '149.9700',
   '3. low': '149.8250',
   '4. close': '149.8900',
   '5. volume': '61906'},
  '2021-06-08 14:05:00': {'1. open': '149.9000',
   '2. high': '150.0000',
   '3. low': '149.8600',
   '4. close': '149.9250',
   '5. volume': '74887'},
  '2021-06-08 14:00:00': {'1. open': '149.9264',
   '2. high': '149.9264',
   '3. low': '149.8600',
   '4. close': '149.8950',
   '5. volume': '29550'},
  '2021-06-08 13:55:00': {'1. open': '150.0300',
   '2. high': '150.0450',
   '3. low': '149.8400',
   '4. close': '149.9100',
   '5. volume': '100740'},
  '2021-06-08 13:50:00': {'1. open': '150.0790',
   '2. high': '150.0900',
   '3. low': '149.9800',
   '4. close': '150.0270',
   '5. volume': '40902'},
  '2021-06-08 13:45:00': {'1. open': '150.0500',
   '2. high': '150.1400',
   '3. low': '150.0000',
   '4. close': '150.0700',
   '5. volume': '58145'},
  '2021-06-08 13:40:00': {'1. open': '149.8300',
   '2. high': '150.0700',
   '3. low': '149.8300',
   '4. close': '150.0600',
   '5. volume': '65969'},
  '2021-06-08 13:35:00': {'1. open': '149.8100',
   '2. high': '149.9100',
   '3. low': '149.8000',
   '4. close': '149.8330',
   '5. volume': '36464'},
  '2021-06-08 13:30:00': {'1. open': '149.7100',
   '2. high': '149.8550',
   '3. low': '149.7000',
   '4. close': '149.8100',
   '5. volume': '38777'},
  '2021-06-08 13:25:00': {'1. open': '149.7000',
   '2. high': '149.7400',
   '3. low': '149.6700',
   '4. close': '149.7080',
   '5. volume': '29936'},
  '2021-06-08 13:20:00': {'1. open': '149.7250',
   '2. high': '149.8367',
   '3. low': '149.6800',
   '4. close': '149.6950',
   '5. volume': '40845'},
  '2021-06-08 13:15:00': {'1. open': '149.8500',
   '2. high': '149.8600',
   '3. low': '149.7200',
   '4. close': '149.7300',
   '5. volume': '47112'},
  '2021-06-08 13:10:00': {'1. open': '149.7700',
   '2. high': '149.9200',
   '3. low': '149.7700',
   '4. close': '149.8600',
   '5. volume': '51516'},
  '2021-06-08 13:05:00': {'1. open': '149.6000',
   '2. high': '149.7700',
   '3. low': '149.5850',
   '4. close': '149.7700',
   '5. volume': '100990'},
  '2021-06-08 13:00:00': {'1. open': '149.4399',
   '2. high': '149.6400',
   '3. low': '149.4050',
   '4. close': '149.6210',
   '5. volume': '205003'},
  '2021-06-08 12:55:00': {'1. open': '149.3900',
   '2. high': '149.4700',
   '3. low': '149.3900',
   '4. close': '149.4300',
   '5. volume': '21023'},
  '2021-06-08 12:50:00': {'1. open': '149.4600',
   '2. high': '149.4600',
   '3. low': '149.3650',
   '4. close': '149.4000',
   '5. volume': '23113'},
  '2021-06-08 12:45:00': {'1. open': '149.4500',
   '2. high': '149.5200',
   '3. low': '149.4000',
   '4. close': '149.4541',
   '5. volume': '30050'},
  '2021-06-08 12:40:00': {'1. open': '149.6100',
   '2. high': '149.6200',
   '3. low': '149.4300',
   '4. close': '149.4338',
   '5. volume': '25849'},
  '2021-06-08 12:35:00': {'1. open': '149.6000',
   '2. high': '149.6800',
   '3. low': '149.5900',
   '4. close': '149.6150',
   '5. volume': '16800'},
  '2021-06-08 12:30:00': {'1. open': '149.6800',
   '2. high': '149.6800',
   '3. low': '149.6000',
   '4. close': '149.6000',
   '5. volume': '20200'},
  '2021-06-08 12:25:00': {'1. open': '149.7200',
   '2. high': '149.7300',
   '3. low': '149.6700',
   '4. close': '149.6800',
   '5. volume': '25891'},
  '2021-06-08 12:20:00': {'1. open': '149.6000',
   '2. high': '149.7300',
   '3. low': '149.5900',
   '4. close': '149.7100',
   '5. volume': '22807'},
  '2021-06-08 12:15:00': {'1. open': '149.7350',
   '2. high': '149.7700',
   '3. low': '149.6100',
   '4. close': '149.6200',
   '5. volume': '33015'},
  '2021-06-08 12:10:00': {'1. open': '149.7900',
   '2. high': '149.8000',
   '3. low': '149.6500',
   '4. close': '149.7200',
   '5. volume': '28625'},
  '2021-06-08 12:05:00': {'1. open': '149.7400',
   '2. high': '149.8600',
   '3. low': '149.7100',
   '4. close': '149.7600',
   '5. volume': '35434'},
  '2021-06-08 12:00:00': {'1. open': '149.8100',
   '2. high': '149.8700',
   '3. low': '149.7200',
   '4. close': '149.7300',
   '5. volume': '78615'},
  '2021-06-08 11:55:00': {'1. open': '149.8100',
   '2. high': '149.9200',
   '3. low': '149.7900',
   '4. close': '149.8300',
   '5. volume': '37562'},
  '2021-06-08 11:50:00': {'1. open': '149.7900',
   '2. high': '149.8500',
   '3. low': '149.7400',
   '4. close': '149.8000',
   '5. volume': '30403'},
  '2021-06-08 11:45:00': {'1. open': '149.5500',
   '2. high': '149.8300',
   '3. low': '149.4975',
   '4. close': '149.7600',
   '5. volume': '42989'},
  '2021-06-08 11:40:00': {'1. open': '149.4000',
   '2. high': '149.5462',
   '3. low': '149.3300',
   '4. close': '149.5462',
   '5. volume': '29846'},
  '2021-06-08 11:35:00': {'1. open': '149.3202',
   '2. high': '149.4900',
   '3. low': '149.3000',
   '4. close': '149.3700',
   '5. volume': '52662'},
  '2021-06-08 11:30:00': {'1. open': '149.1500',
   '2. high': '149.3900',
   '3. low': '149.1000',
   '4. close': '149.3400',
   '5. volume': '47703'},
  '2021-06-08 11:25:00': {'1. open': '149.5500',
   '2. high': '149.5600',
   '3. low': '149.1300',
   '4. close': '149.1300',
   '5. volume': '69637'},
  '2021-06-08 11:20:00': {'1. open': '149.6299',
   '2. high': '149.7400',
   '3. low': '149.5400',
   '4. close': '149.5700',
   '5. volume': '79752'},
  '2021-06-08 11:15:00': {'1. open': '150.1300',
   '2. high': '150.1350',
   '3. low': '149.6300',
   '4. close': '149.6300',
   '5. volume': '71213'},
  '2021-06-08 11:10:00': {'1. open': '150.0300',
   '2. high': '150.1550',
   '3. low': '150.0100',
   '4. close': '150.1200',
   '5. volume': '41379'},
  '2021-06-08 11:05:00': {'1. open': '150.0600',
   '2. high': '150.2000',
   '3. low': '149.9700',
   '4. close': '149.9900',
   '5. volume': '55580'},
  '2021-06-08 11:00:00': {'1. open': '149.8300',
   '2. high': '150.1300',
   '3. low': '149.8300',
   '4. close': '150.0500',
   '5. volume': '201824'},
  '2021-06-08 10:55:00': {'1. open': '149.7400',
   '2. high': '149.9500',
   '3. low': '149.7400',
   '4. close': '149.8200',
   '5. volume': '58703'},
  '2021-06-08 10:50:00': {'1. open': '149.7400',
   '2. high': '149.8599',
   '3. low': '149.7000',
   '4. close': '149.7300',
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   '2. high': '144.8000',
   '3. low': '144.6500',
   '4. close': '144.7867',
   '5. volume': '31669'},
  '2021-05-24 10:05:00': {'1. open': '144.6360',
   '2. high': '144.7700',
   '3. low': '144.4800',
   '4. close': '144.7200',
   '5. volume': '52881'},
  '2021-05-24 10:00:00': {'1. open': '144.5200',
   '2. high': '144.8182',
   '3. low': '144.4710',
   '4. close': '144.6500',
   '5. volume': '59523'},
  '2021-05-24 09:55:00': {'1. open': '144.4400',
   '2. high': '144.5300',
   '3. low': '144.1800',
   '4. close': '144.5100',
   '5. volume': '58527'},
  '2021-05-24 09:50:00': {'1. open': '144.5300',
   '2. high': '144.8100',
   '3. low': '144.3595',
   '4. close': '144.4400',
   '5. volume': '57406'},
  '2021-05-24 09:45:00': {'1. open': '144.7500',
   '2. high': '144.7900',
   '3. low': '144.5200',
   '4. close': '144.5200',
   '5. volume': '62374'},
  '2021-05-24 09:40:00': {'1. open': '145.3100',
   '2. high': '145.3900',
   '3. low': '144.5300',
   '4. close': '144.7075',
   '5. volume': '83042'},
  '2021-05-24 09:35:00': {'1. open': '145.0600',
   '2. high': '145.3400',
   '3. low': '144.8200',
   '4. close': '145.3150',
   '5. volume': '179450'},
  '2021-05-24 09:30:00': {'1. open': '145.2500',
   '2. high': '145.2500',
   '3. low': '145.1000',
   '4. close': '145.1000',
   '5. volume': '1985'},
  '2021-05-24 09:25:00': {'1. open': '145.3300',
   '2. high': '145.3300',
   '3. low': '145.3300',
   '4. close': '145.3300',
   '5. volume': '123'},
  '2021-05-24 09:20:00': {'1. open': '145.3400',
   '2. high': '145.3400',
   '3. low': '145.3400',
   '4. close': '145.3400',
   '5. volume': '374'},
  '2021-05-24 09:05:00': {'1. open': '145.2400',
   '2. high': '145.2400',
   '3. low': '145.1300',
   '4. close': '145.1500',
   '5. volume': '742'},
  '2021-05-24 09:00:00': {'1. open': '145.1500',
   '2. high': '145.1500',
   '3. low': '145.1500',
   '4. close': '145.1500',
   '5. volume': '174'},
  '2021-05-24 08:55:00': {'1. open': '145.1700',
   '2. high': '145.3000',
   '3. low': '145.1000',
   '4. close': '145.1000',
   '5. volume': '2627'},
  '2021-05-24 08:35:00': {'1. open': '145.0100',
   '2. high': '145.2000',
   '3. low': '145.0100',
   '4. close': '145.2000',
   '5. volume': '804'},
  ...}}

df_alpha = pd.DataFrame.from_dict(response.json()['Time Series (5min)'], orient='index')
df_alpha['4. close'] = df_alpha['4. close'].astype(float)
df_alpha.index = pd.to_datetime(df_alpha.index)
df_alpha = df_alpha.reset_index()
fig = px.line(df_alpha, x='index', y="4. close")
fig.show()

Intraday Extended

https://www.alphavantage.co/documentation/#intraday-extended

slices = []
for i in range(2):
    for j in range(12):
        slices.append('year{}month{}'.format(i+1, j+1))
print('{}'.format(slices[0:6]))

base_url = 'https://www.alphavantage.co/query'
max_requests_per_min = 5
sleep_time = 60
df_alpha_ext = pd.DataFrame()
for i, _slice in enumerate(slices[0:6]):
    params = {
        'function': 'TIME_SERIES_INTRADAY_EXTENDED',
        'symbol': 'IBM',
        'interval': '1min',
        'slice': _slice,
        'apikey': credentials['alpha_vantage']['key'],
    }
    response = requests.get(base_url, params=params)
    
    _df = pd.read_csv(io.StringIO(response.text))
    df_alpha_ext = df_alpha_ext.append(_df)
    
    if (i+1) % max_requests_per_min == 0:
        print('reached {} requests, sleeping for {} seconds'.format(i+1, 
                                                                    sleep_time))
        time.sleep(sleep_time)
print('finished')

['year1month1', 'year1month2', 'year1month3', 'year1month4', 'year1month5', 'year1month6']
reached 5 requests, sleeping for 60 seconds
finished

print(df_alpha_ext.shape)
df_alpha_ext['time'] = pd.to_datetime(df_alpha_ext['time'])
fig = px.line(df_alpha_ext, x='time', y="close")
fig.show()

(53393, 6)

OAuth - From Keys to Secrets

• https://oauth.net/2/

doroubo

Spotify

• getting started: https://developer.spotify.com/documentation/web-api/quick-start/
• audio features: https://developer.spotify.com/documentation/web-api/reference/#endpoint-get-audio-features

# code source: https://stmorse.github.io/journal/spotify-api.html
AUTH_URL = 'https://accounts.spotify.com/api/token'

# POST
auth_response = requests.post(AUTH_URL, {
    'grant_type': 'client_credentials',
    'client_id': credentials['spotify']['client_id'],
    'client_secret': credentials['spotify']['client_secret'],
})
print(auth_response)

# convert the response to JSON
auth_response_data = auth_response.json()

# save the access token
access_token = auth_response_data['access_token']

<Response [200]>

headers = {
    'Authorization': 'Bearer {token}'.format(token=access_token)
}

# base URL of all Spotify API endpoints
BASE_URL = 'https://api.spotify.com/v1/'

# Track ID from the URI
track_id = '0VjIjW4GlUZAMYd2vXMi3b'

# actual GET request with proper header
response = requests.get(BASE_URL + 'audio-features/' + track_id, headers=headers)

response.json()

{'danceability': 0.514,
 'energy': 0.73,
 'key': 1,
 'loudness': -5.934,
 'mode': 1,
 'speechiness': 0.0598,
 'acousticness': 0.00146,
 'instrumentalness': 9.54e-05,
 'liveness': 0.0897,
 'valence': 0.334,
 'tempo': 171.005,
 'type': 'audio_features',
 'id': '0VjIjW4GlUZAMYd2vXMi3b',
 'uri': 'spotify:track:0VjIjW4GlUZAMYd2vXMi3b',
 'track_href': 'https://api.spotify.com/v1/tracks/0VjIjW4GlUZAMYd2vXMi3b',
 'analysis_url': 'https://api.spotify.com/v1/audio-analysis/0VjIjW4GlUZAMYd2vXMi3b',
 'duration_ms': 200040,
 'time_signature': 4}

spotipy

• docs: https://spotipy.readthedocs.io/en/2.18.0/
• https://github.com/plamere/spotipy/blob/master/examples/audio_features.py

import spotipy
from spotipy.oauth2 import SpotifyClientCredentials

sp = spotipy.Spotify(
        auth_manager=SpotifyClientCredentials(
                        client_id=credentials['spotify']['client_id'],
                        client_secret=credentials['spotify']['client_secret']))
    
sp.trace = False
track_ids = ['0VjIjW4GlUZAMYd2vXMi3b']

start = time.time()
features = sp.audio_features(track_ids)
delta = time.time() - start
for feature in features:
    print(json.dumps(feature, indent=4))
#     print()
#     analysis = sp._get(feature['analysis_url'])
#     print(json.dumps(analysis, indent=4))
#     print()
print("features retrieved in %.2f seconds" % (delta,))

{
    "danceability": 0.514,
    "energy": 0.73,
    "key": 1,
    "loudness": -5.934,
    "mode": 1,
    "speechiness": 0.0598,
    "acousticness": 0.00146,
    "instrumentalness": 9.54e-05,
    "liveness": 0.0897,
    "valence": 0.334,
    "tempo": 171.005,
    "type": "audio_features",
    "id": "0VjIjW4GlUZAMYd2vXMi3b",
    "uri": "spotify:track:0VjIjW4GlUZAMYd2vXMi3b",
    "track_href": "https://api.spotify.com/v1/tracks/0VjIjW4GlUZAMYd2vXMi3b",
    "analysis_url": "https://api.spotify.com/v1/audio-analysis/0VjIjW4GlUZAMYd2vXMi3b",
    "duration_ms": 200040,
    "time_signature": 4
}
features retrieved in 0.13 seconds

Twitter

• getting started: https://developer.twitter.com/en/docs/getting-started

# code inspiration: http://benalexkeen.com/interacting-with-the-twitter-api-using-python/
# based on twitter api v1.1 (v2 is in early access)
consumer_key = credentials['twitter']['consumer_key']
consumer_key_secret = credentials['twitter']['consumer_key_secret']
access_token = credentials['twitter']['access_token']
access_token_secret = credentials['twitter']['access_token_secret']

key_secret = '{}:{}'.format(consumer_key, consumer_key_secret).encode('ascii')
b64_encoded_key = base64.b64encode(key_secret)
b64_encoded_key = b64_encoded_key.decode('ascii')

base_url = 'https://api.twitter.com/'
auth_url = '{}oauth2/token'.format(base_url)

auth_headers = {
    'Authorization': 'Basic {}'.format(b64_encoded_key),
    'Content-Type': 'application/x-www-form-urlencoded;charset=UTF-8'
}

auth_data = {
    'grant_type': 'client_credentials'
}

auth_resp = requests.post(auth_url, headers=auth_headers, data=auth_data)
print(auth_resp.status_code)

200

access_token = auth_resp.json()['access_token']

headers = {
    'Authorization': 'Bearer {}'.format(access_token)    
}

params = {
    'count': 200,
    'screen_name': 'TensorFlow' # id = 254107028
}

search_url = '{}1.1/statuses/user_timeline.json'.format(base_url)

search_resp = requests.get(search_url, headers = headers, params = params)
tweet_data = search_resp.json()

tweet_data[0]

{'created_at': 'Tue Jun 08 22:00:01 +0000 2021',
 'id': 1402384949991313414,
 'id_str': '1402384949991313414',
 'text': '💃 Strike a pose with #MoveNet!\n \n The next-generation human pose model is now available as #TFLite versions on… https://t.co/d0pb1tHqvl',
 'truncated': True,
 'entities': {'hashtags': [{'text': 'MoveNet', 'indices': [21, 29]},
   {'text': 'TFLite', 'indices': [91, 98]}],
  'symbols': [],
  'user_mentions': [],
  'urls': [{'url': 'https://t.co/d0pb1tHqvl',
    'expanded_url': 'https://twitter.com/i/web/status/1402384949991313414',
    'display_url': 'twitter.com/i/web/status/1…',
    'indices': [112, 135]}]},
 'source': '<a href="https://www.sprinklr.com" rel="nofollow">Sprinklr</a>',
 'in_reply_to_status_id': None,
 'in_reply_to_status_id_str': None,
 'in_reply_to_user_id': None,
 'in_reply_to_user_id_str': None,
 'in_reply_to_screen_name': None,
 'user': {'id': 254107028,
  'id_str': '254107028',
  'name': 'TensorFlow',
  'screen_name': 'TensorFlow',
  'location': 'Mountain View, CA',
  'description': 'TensorFlow is a fast, flexible, and scalable open-source machine learning library for research and production.',
  'url': 'https://t.co/gxgTGHp5yO',
  'entities': {'url': {'urls': [{'url': 'https://t.co/gxgTGHp5yO',
      'expanded_url': 'http://tensorflow.org',
      'display_url': 'tensorflow.org',
      'indices': [0, 23]}]},
   'description': {'urls': []}},
  'protected': False,
  'followers_count': 284254,
  'friends_count': 104,
  'listed_count': 3255,
  'created_at': 'Fri Feb 18 16:21:31 +0000 2011',
  'favourites_count': 249,
  'utc_offset': None,
  'time_zone': None,
  'geo_enabled': True,
  'verified': True,
  'statuses_count': 1558,
  'lang': None,
  'contributors_enabled': False,
  'is_translator': False,
  'is_translation_enabled': False,
  'profile_background_color': '000000',
  'profile_background_image_url': 'http://abs.twimg.com/images/themes/theme1/bg.png',
  'profile_background_image_url_https': 'https://abs.twimg.com/images/themes/theme1/bg.png',
  'profile_background_tile': False,
  'profile_image_url': 'http://pbs.twimg.com/profile_images/1103339571977248768/FtFnqC38_normal.png',
  'profile_image_url_https': 'https://pbs.twimg.com/profile_images/1103339571977248768/FtFnqC38_normal.png',
  'profile_banner_url': 'https://pbs.twimg.com/profile_banners/254107028/1619468924',
  'profile_link_color': 'FAB81E',
  'profile_sidebar_border_color': '000000',
  'profile_sidebar_fill_color': '000000',
  'profile_text_color': '000000',
  'profile_use_background_image': False,
  'has_extended_profile': False,
  'default_profile': False,
  'default_profile_image': False,
  'following': None,
  'follow_request_sent': None,
  'notifications': None,
  'translator_type': 'none',
  'withheld_in_countries': []},
 'geo': None,
 'coordinates': None,
 'place': None,
 'contributors': None,
 'is_quote_status': False,
 'retweet_count': 37,
 'favorite_count': 196,
 'favorited': False,
 'retweeted': False,
 'possibly_sensitive': False,
 'lang': 'en'}

Reddit

• docs: https://www.reddit.com/dev/api

Reddit (Wikipedia)

# code inspiration: https://alpscode.com/blog/how-to-use-reddit-api/
base_url = 'https://www.reddit.com/'
data = {
    'grant_type': 'password', 
    'username': credentials['reddit']['username'], 
    'password': credentials['reddit']['password']}
auth = requests.auth.HTTPBasicAuth(
                        credentials['reddit']['app_id'], 
                        credentials['reddit']['app_secret'])

header = {'user-agent': credentials['reddit']['user_agent']}
r = requests.post(base_url + 'api/v1/access_token',
                  data = data,
                  headers = header,
                  auth = auth)
print(r)
d = r.json()

<Response [200]>

token = 'bearer ' + d['access_token']
base_url = 'https://oauth.reddit.com'
headers = {'Authorization': token, 'User-Agent': header['user-agent']}

# https://www.reddit.com/dev/api#GET_hot
subreddit = '/r/memes' #[/r/subreddit]/hot
params = {'limit': 25, 'g': 'US'}
response = requests.get(base_url + subreddit + '/hot', headers = headers, params = params)

idx = 0
kind = response.json()['data']['children'][idx]['kind']
_id = response.json()['data']['children'][idx]['data']['id']
data = response.json()['data']['children'][idx]['data']
print(data['thumbnail'])
print('https://www.reddit.com' + data['permalink'])
print(data['title'])
# data

https://b.thumbs.redditmedia.com/XBN6AREc6JBZ9kGT6satSkJaeyt7EYiTsy4VqTjRQbs.jpg
https://www.reddit.com/r/memes/comments/nghvge/be_original_original_wednesday_frog_memes_are_not/
Be Original. Original Wednesday frog memes are not banned, The two exact copies of these are just reposts. Reposts have always been against the rules. Edits of these are allowed.

subreddit = '/r/memes' #[/r/subreddit]/hot
url_add = '/comments/{}'.format(_id)
c_response = requests.get(base_url + subreddit + url_add, headers = headers, params = params)
print(c_response.url)

https://oauth.reddit.com/r/memes/comments/nghvge?limit=25&g=US

print(c_response.json()[1]['data']['children'][0]['data']['body'])

As if the entire sub isn't reposts

praw - python reddit api wrapper

• https://praw.readthedocs.io/en/latest/

import praw

reddit = praw.Reddit(
    user_agent=credentials['reddit']['user_agent'],
    client_id=credentials['reddit']['app_id'],
    client_secret=credentials['reddit']['app_secret'],
    username=credentials['reddit']['username'],
    password=credentials['reddit']['password'],
)

submission_url = 'https://www.reddit.com' + data['permalink']
submission = reddit.submission(url=submission_url)

for top_level_comment in submission.comments:
    print(top_level_comment.body)

As if the entire sub isn't reposts
“Reposts have never been allowed”

I don’t wanna say that’s wrong, but given what I see in hot every day, it’s hard to believe this is true.
Original? On r/memes ? This is the most unoriginal subreddit lmaooo
'reposts are against the rules'

(doubtful) "Sure."
Y'all don't even care about reposts
Rejoice! For Wednesday frog memes are not banned!
We've come to the point where we need to go on reddit to see a frog so it can tell us what day of the week it is
Well us people need to know that it is Wednesday
Oh good, you guys scared me
But how do I know when Wednesday
Wednesday has returned! Time to rejoice in its glory my dudes!
My Birthday was on a Wednesday, so i gave him a Birthday hat and a cake :D
"reposts have always been against the rules"
Us idiots need a way to tell the day
Has wednesday already passed?
Reposts are against the rules? Why do I keep seeing the same stuff over and over
FUCK YOU. THE FROG FINDS A WAY. 

#THE FROG FINDS A WAY!!!!
What about Terry?
Bout fucking time
someone needs to draw frogs every wednesday
is anyone aware of what day it is?
It is original my dudes
1984
A blessing from the lord!
Thanks
It is Wednesday my friends
🪓🇫🇷🇺🇸🪓🇫🇷🇺🇸🪓🇫🇷🇺🇸🪓
So basically, fuck the concept of memes entirely.
Thanks so much for clarifying
I thought I would miss this meme 2 months later
They had us in the First have not gonna lie
Thanks guys!
So its allowed to make a themed version of "its Wednesday my dudes"?
Rebellion
Can i make memes featuring wednesday frog, but diffrent?
Thank you for clearing the misunderstood of banning it
What if I photoshop on a top hat for the right-hand side frog.
Reject modernity, embrace tradition
Rejoice, my amphibious friends!
surely we cant mistake wednesday
Return of the King
Well thank GOD. Now I can tell my dudes it's Wednesday
No Terry the Shark memes and Wednesday memes. Then what memes do we even have left
 You deleted my original frog meme where I posted it on Thursday and made the frog internet explorer
Bruh, it’s tradition. It’s like saying sacrificing a child to the blood god every week is unoriginal, and thus we should sacrifice something else. That’s not how tradition rolls my dude
Idt reposts are an issue so long as they credit the OC and are posted a significant time after the original post was posted. Many people wont have seen the post and then there are posts which were good and died in new.
But it’s Saturday, and also my birthday
[New Frog template](https://1.bp.blogspot.com/-lLClx1UPNWM/XkaAQMuMoBI/AAAAAAAAFmU/HhWVeFj-820S56uJCrq8FgNX5017AJjigCLcBGAsYHQ/s1600/20200214_203447.jpg)
Whats original?
Bip bop new account karma bot 🤖
Yes,dont steal bichess
2020 reddit is just a circle jerk of 2016 reddit
You might wanna do something against the many reposters on the subreddit, if that's the case
Funny of you to add that on a Wednesday
But it is tradition that the frog comes on Wednesday.  Why would anyone report it as a repost?  We all know it's a repost, but the frog is like the Santa that comes every Wednesday.
Today is Wednesday my dudes
Wednesday is not banned we just need original ones
**PLEASE MAKE THIS THE MOST DOWNVOTED COMMENT**
Just, who cares. It’s Wednesday, respect that.
I don’t like this
1984 (I'm not even joking)
Fuck whoever made this rule.
reposters be like : 
I get you next time Gadget
frog
Why is most of the posts on this subreddit reposts
This place is of reposts
ITS SUNDAY MY COMRADES
We lost Wednesday
Its chewsday innit?
Booooo
Kkkkkkkkkkk mds
NOOO PHROG!
LET'S GO IT'S WEDNESDAY TOMORROW
Froogs
As we near the next Wednesday, I politely ask everybody reading this to adhere to the above.
Repost always against the rules yet every other day of the week its nothing but repost and like 2 original post
🐸 ribbit 🐸
Am I still banned
Farewell
Bu- but it is Wednesday
As if you guys do shit about reposters
When the subreddit reposts about reposts
visit this: r/POGGERSgaming pls
Me who used Google Drawings to make reposts of this meme a while ago
Damn
Lol
yes
Ødd
The frog copied my style.
haha
*sigh* I saw this on a Friday :(
And this will stay here till it gets like 100k upvotes
Hahahahahah
Lol
It's awesome
Jimmy is officially a frog
cake day you know the rules guys :D
Toaday is Wednesday
so who's up to give me some karma.
Og is my middle name
Camels will always be the original Wednesday informer
r/wednesday
Es ist brotwoch meine kerle
Hahaha loolo
We need to go back to it’s Wednesday my dudes aaaaaaaaaah from vine
Damn
You motherfu-
Nazheee xd
But it's the law.....
Wednesday is Wednesday
But if you posted it, does that make this post illegal?!?
How do I get comment karma
Cringe
K
Stfu
That wasn’t  very Wednesday of you, my dudes.
Peee
Good meme my dude
You can't be original with a meme it literally changes every day bruv
fuck off assholes
LOL! Did you know that frogs wouldn’t exist if the earth was a globe, did you know that if a frog would jump, it wouldn’t make it to the floor as quickly! Open your eyes, we are being lied to!!!! ❌🚫🚫🌍🌍🌍
The radio at the scp foundation : “Wednesday is pi-“

Everyone else at the foundation: I am speed
It's dude my Wednesday!
Lol
Being Original is great but copying other is ga.
This is an old meme that takes me back to vine
Ok?
POV: it isn't wednesday
Wednesday has been restored, my dudes
can someone atleast pin this meme every wednesday and ban anyone else that reposts it?
Well that sucks.
Finally
 
A term that both sides agree
YEES its not banned!
LETS GOOOOO
ooh

REJOICE FOR THE REPOSTS ARE BANNNED
Lobo, from here on you will step on a lego barefoot once a day. This is your punishment for banning frogs
But these are tradition
Remember when you said last time that you are listening to people and immidiately locked comments? Also, you finally did one thing right, and you retracted it immidiately. Sad.
Fuck you
Honestly I fucking hate these memes. They are just filler images that are only used to milk karma. If you want to know the day, get a fucking calendar.
I think it tells you something about the type of people that were posting these when their memes kept getting removed and they never figured out that original memes weren’t getting removed. 99.98% of frog memers are just reposters.
This is stupid why get rid of the repost everyone likes instead of getting rid of the bad ones
It’s Wednesday my dudes
😂😂 I love the fact oginal posts have a mascot now 🐸🐸 yesss!!!
Can you do something about all the reaction memes too then?
How about terry?
Hush, wensday memes shall never die
I don't need to be told it's Wednesday by a random frog

So I ignore those posts.

It's not complicated.
NOOOOOOOO, MY BIRTHDAY IS ON WEDNESDAY, I CAN NO LONGER MAKE A WEDNESDAY MEME WITH MY BIRTHDAY FUUUUU
[deleted]
WHYYYYYYYYY
Ha it’s thursday now
One question, can I send memes about 2022 or 2021 like disasters or something like that has happened in 2020 or 2021...

Because I'm new to this group
dude i think i got something cool
to post but ofc the bot blocked me
it is Wednesday my dudes
Does this count then as a Repost Sir?
Bet you feel big and strong huh you little piss baby
Suck my fuck
It's pretty public here. As long you can see Reddit being more stricter and stricter , you know it is China hands to censors our daily memes, and if those meme that literally cringe in heart even though it is new you know the contents have naturally connected with those cringe tik tok things. So it's just warn, I did not put all of you to believe it. And I always keep opposing those china censorship because I don't want to live to be a cringe.
F u
NNNOO I WAS JUST GONNA POST ONE
😡
They're pretty funny, though.
I just wanted to tell my dudes that it’s Wednesday :(
So I can put the text of the meme on the left to the meme on the right and visa versa?
HOW AM I FUCKING SUPPOSED TO KNOW WHEN IT IS WEDNESDAY
E
“Reports are not allowed” man shut your ass up y’all never remove anything bc it’s a repost, there have been AT LEAST 7 memes that I have seen today that are reposts, so farewell r/memes, I might be back one y’all get your act together
What is the original then
poor gay admins had to edith the post that was pinned first to reduce the disagreement comments. 

dont fuck with memers. admin or biden.
bro stfu
Yeah that got old like 2 months ago.
I dont like you anymore
Is the one on the left allowed though? I thought it was the original picture.
dammit why did they block the wensday frogs
Serious I couldn't even post one because I don't have enough karma. 🥺🥺
The people who run this sub are fucking tiktok users
!spin
I Know right
Oof
Ahhhh
Reposts not being allowed is not enforced at all
Good this was not funny
frogge: *cries in pain*

wait, isn't it supposed to be "REEEEEEEEEEEEEE"?
There is probably a subreddit all about the frog. Go there if some of you guys really need to blow some steam and repost it.
Yes
You know what else is against the rules? Meta posts.
Guys soon is shreks voice actors birthday (3 days)
I'm commenting so I can post something.
Is it a double repost if I just combine two reposts side by side?

How about if I pin it?
H
i need 10 comment karma to make a post somewhere, can i please get an upvote?
I need to have 10 karma to post in r/clashroyale
https://youtu.be/j9IbN-49tRU
hi im peter
😂 <——— yes this is an emoji, cry about it
if i repost my own meme will i get banned？
Haha
Return of the king.
Dababy
bzjirurbedudisbsbdbdidjdnayaakalsn
Lol
Still a banger
Mr. Frog how are you? Hahaha
HAHAHAHHAHAJAHAHHHAHAHAHAH
Oh no
Me trying to join the club no matter what !!!
Ha
😂😂😂
You deadass
Here’s me trying to post just one meme - inactive users
if I add a dot would that count?
“Reposts have always been against the rules”

X     Doubt

For real though that is literally all I see in hot. Also I tried posting an original meme on this subreddit and it was removed for being a repost. Wtf
Phrog
Boooo!!!
Finally..... Ugghh
Lol🤣👌
Ok now twerk
ME TOTES
"Reposts are never allowed" hard to post original memes when any meme is considered offensive...
🤣🤣
But the one on the left should be allowed to be reposted only so many times you can change font lol
So no recycling dang
Can someone make Theodore in season 3 episode 47 when he falls down the stairs and put dead munk then put married life from up
I agree
R
Reposts are annoying without edits
My data as thought the frog on the right was  Turkish white bread :(
Everyone always ask when it’s Wednesday never how is Wednesday
damn, Wednesday came so early this time.
Why is there little enforcement of rule 1, no reaction memes? 80% of the hot feed is reaction memes.
Go to r/wensdaymemes where wensday memes are
is there a min karma required? i cant find somewhere that says there Is but i thought there was.
Thanks for the clarity <3
Dude... You know they arnt going to listen
Would clap them frog checks doe
🤣
🤔🤔🤔🤔🤔💀💀🤔🤔🤔🤔🤔🤔🤔🤔🤔🤔🤔🤔🤔🤔🤔🤔🤔☺️🤣🙃✨✨🤢🤢🤢🤢🤢🤢🤢🤢🤢🤢
😂😂
Yikes
Atleast we can use Terry the fat shark
Well im pleased to hear that
Nice to know that.
🤣😂
But it’s Wednesday, my dudes.
does anyone remember the meme of the guy who points from right to left and say "whew" and there is something flying? i need help finding it!
A while ago I put up a tadpole on Tuesday and get this...

I said it’s Tuesday.
it is, acceptable because fuck humanity return to frog
the entire sub IS reposts wymmmm 😂😂😂
Godamnit this was the only type of repost I like
Boooooooooooo
yeah, so when I try and post an original meme, it gets taken down in the blink of an eye. wth man?
It's getting so repetitive , like among us

AMOGUS
It's not Wednesday my dudes
How do you post in this subreddit?
*Laughs in tactical toad*
booooo
Tomorrow is Wednesday my dudes we will rise up and make more Wednesday frogs
YES
Are crossposts allowed?
u/repostsleuthbot
How long has this been here
GIVE US WEDNESDAY OR GIVE US DEATH
Froge
Today is wednesday
Today is Tuesday my dudes
Nah i won't
this is some class
Beans are lethal to my ass.
Can someone tell me what kind of frog that is on the right?
What if i use my pet 🐸
Me too brother 🤭🤭🤭🤭
Be original
Aye the meme on the left side is from one of my childhood books or a similar art style idk :O
Naruto is cringe. Bye!!! Have a niceday !!!
Stop downing posts for low karma then lol
Guys we never repost we swear... 
-reposters
The frog on the right is the og!
Sicko mode
Jo
The Next Sonim Technologies
Daniela xd
Well no it’s Thursday
noo not frog
What’s up with Wednesday and frogs 😂
Is it just me or could this meme have been converted to a Winnie The Pooh meme format?
there is a special place in hell for people who post stolen memes as their own content
getting enough Karma to post is hard 😂
Ayyyy Dudes
This is the way

---------------------------------------------------------------------------
AttributeError                            Traceback (most recent call last)
<ipython-input-16-fab1cec62d36> in <module>
      1 for top_level_comment in submission.comments:
----> 2     print(top_level_comment.body)

AttributeError: 'MoreComments' object has no attribute 'body'

GraphQL

• https://graphql.org/

GraphQL

GraphQL

GraphQL

SpaceX

• https://api.spacex.land/graphql/

spacex
spacex_background_img

# https://towardsdatascience.com/connecting-to-a-graphql-api-using-python-246dda927840
query = """
query {
  launchNext {
    launch_site {
      site_name
      site_name_long
    }
    mission_name
    rocket {
      rocket_name
      rocket_type
    }
    launch_date_local
    launch_date_utc
    details
  }
}
"""
base_url = 'https://api.spacex.land/graphql/'
response = requests.post(base_url, json={'query': query})
print(response)

<Response [200]>

response.json()

{'data': {'launchNext': {'launch_site': {'site_name': 'KSC LC 39A',
    'site_name_long': 'Kennedy Space Center Historic Launch Complex 39A'},
   'mission_name': 'CRS-21',
   'rocket': {'rocket_name': 'Falcon 9', 'rocket_type': 'FT'},
   'launch_date_local': '2020-12-06T11:17:00-05:00',
   'launch_date_utc': '2020-12-06T16:17:00.000Z',
   'details': "SpaceX's 21st ISS resupply mission on behalf of NASA and the first under the CRS-2 contract, this mission brings essential supplies to the International Space Station using the cargo variant of SpaceX's Dragon 2 spacecraft. The external payload for this mission is the Nanoracks Bishop Airlock. Falcon 9 and Dragon launch from LC-39A, Kennedy Space Center and the booster is expected to land on an ASDS. The mission will be complete with return and recovery of the Dragon capsule and down cargo."}}}

Conclusion

• SDKs
  • very powerful, easily integrate with existing programming language
• python libraries
  • easier to use (than the API)
  • open source, many implementations
  • not always fully featured (with respect to the API)
• APIs
  • the source

Questions

# https://stackoverflow.com/questions/18024769/adding-custom-styled-paragraphs-in-markdown-cells
# running this will load the css file below and apply the styles to any elements noted in that file
from IPython.core.display import HTML
def css_styling():
    styles = open("./styles/custom.css", "r").read()
    return HTML(styles)
css_styling()